{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns; sns.set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data1 = pd.read_csv('processed/15_data.csv')\n",
    "data2 = pd.read_csv('processed/21_data.csv')\n",
    "# data_labels = data['frozen']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0xa71b7b0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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tIeT1Eg4GaSopJyY5kbisDIbNm8mWFzsGvMmBAQ4rVRQivo6WhCwrZIwdybp/vY5Kq0at1uB3udEajXjbnSiyApJEW3Udb9/zEJ6mFlJHDUNnMrH1tXdJthWg0WrQBAzU7bWTWTSaNU+/hNZkYuqdNw70YxOEHkRFIJy1Qv4AE2+5Bn9NJStfeIu8aROo2roLT0srdbuL2ffZEqbdcwux6SlY83OQQ2EOLF1DyO+jZusuJL2OivVbTm1Qqo4hqmF/gL0ff4VKrebmV57EbE2keNEyanbtpWz1RtQ6LRljR+KsbyLk86ExGkCB4RfOJCE/C0dlNds+/gq1WoMhzsL8xx5h2j3fRFJJx49BEE6QqAiEs9bi3z1JyOtj6i1XUL9nPwueehyvow13UyuGMbGoauspXrQUkzURx6FqfE4XsRmpZI4bjX3xSiLBIM0HygYeSFeeGkCt1ZBRVEhTSRnICmmjbCz5/d9pr6knaUgu9fvspIy20XygjEObd6DVasmYMIaUgnwm3notXz32V+xLV5ExdiTG+DhGXjoHlUaDs66B2PQUDBbzwOMVhF5EGmrhrLTnk68wJsZhHZpL7oRCzn/gTiSVhKOyBq3JgKRSoY+JIRwIUrpyHZb0VNwNzR0jbSJhzKnJpI8dhd50cmPXu5O63QSl0uqo2rgdf2s7/nYXcVnpuBtaCDhdJA7JYeaDd+NvdaAzGohNSyEuO522qhpSRxXw6c8eJ+j1MnTmVJKG5DH++itpOlBO4RUXEWNN5OOHHiMSOnaqBUE4GaJFIJxVdrz3KTkTx5E2ajjWvBzSx4wgNtlC6qhhvHTdt/E52pn90P3U7SpGpVYz8ZvXYAsESSscwa4Pv2TVk/8m5PXSXlVLwONGUTqGfJrTknHXN51UTEowhKRWo8gyYX/naCMJJJWK4s+XEQkEURt0bHn1PZAkYhISUOs1+NraaS4pQ63RYklNIxIIMvGWb5B//lQ2vPAmZas3kTVhNLU79zF09nlc9PPvn7E0xcJ/N1ERCFGhcssuDixeybS7b8accvS87q6GZuqLDzDqsgsPL3PU1LP6qZdxVNagt8TQWlFFzY49JObn8unPHket12K76AKW/fkZ/O0umksq0Mda8DucSJIKnSUGv8vdsbPO/DgnSolEOg7+ahXmlFTCPh/hQAitQYclPZmYhATq95UQCQYovPZSanfsQY4oyKEwqaOGIYcD5E2fRM7UCbgamrDm51K3ez8ak4nm8kMUzJlOQk7mEeWWr92MdUgOsempJxyzIHQRFYEQFer3FONubjluKqCEnAxay6t6LCtdvRnkCKOvuAgk2LHwE3KnTaC9pg7HoWriM9MpX7sZtU4PuFE689SggCJHCHo80JUE8yQqgS6SWo0uxoRGowGDAZ3Z3NHikBUiwSDhQAA5GKR6224clTUMnTmVW994CnNnvpmQN8CW196jbM0mEnOzic1IpWTJaq5+4lc07C/Fcagar6OdCTddfbjM2l37AERFIAyIqAiEqDDljv4NiSy88uIjlk2+6UryLpyNo7KGZX96hrTRw2nYaycmNZnUUcNJGprLznc/JSEvG3ddA9B5Bt9loNMMqFQYLDGEQ2H8bU78rW0AmFOs+Nqd6C1mVCo1OpMBfyhIwOlCpVKTkJPJc/O/SWxWOpbkJDLGjGDKXTdhsibgaW5l4i3XsuIv/8KcbGXjC2+RMnwoKbahPYqe8Z1vDTB4QRAVgXAWaCotJ+DykDW+sMdyb2sbNTv2kHzjfAD0sWYyJ4xh08tvY0lJom6vnZDXR3xWGj6nC5PThbUgj5bSilMboCzjbz/ytv+CuefTsL8Ef5sLX3t7x0xXKjUBl4cHlr1D7c5iNr30Dmq9jqEzp1G6ZiMlK9cTm5pMY8lB8qdPxpxsxRgXy6W/fmiw0hULghg1JES/loMV1O/Zf8TyppIyancVA7Bv0VLeuP1BNjz3Bj5HO363hym334AcjrD97Y9QIhHa65t6VgKDNCRfrdeRmJ+N3+nGXd/M7B/ei6SSCHu9xGWmkjm+kOevupMVf/s3Y6+7nITcLIIeD1f+8eeMnD8Hb5uTuPQ0LKlJzH/sYWKsCaISEAaV+HYJUW/EJV/P3hT0+tj25gdo9DrK1mxi7k++y0f/+2cCIYWYpERCPj8xyYlISLiamtGZTUTCYfSxlq9H9MCgzU1gjI9DazYC4HO0EfT7qd6+F0OshYTcHEyJCYS8HnKmFJE/cyphrxeVSoXX0cbO9z4je9I47F+tYsxVF2NJTT5mWfX7DhBwunsklROEkyFaBELUW/GXf1H8xXIA9n7yFeVrNmFMiCd32kRWPvkCq597C0WSuPRXP8bvclO7qxh/u5P9Xywn6PIQl55K2qhhaE3d8sMPoBJQ9ZGHv4t1SC4o4GpsprW8Ep3BwNa3/oPObObCn3yXERfPIrkgn5xJ48gqGk1bTT2WtBQSc7MpW7merKLRfOvtf1J0w5XHrQhcjc20VFQdcxtB6A/RIhCimtfRTtooG4lDsgEYu+BySlesZ+Xf/o3OZKKptIxRF8/i/O98C1d9E76WNiQg2TaUlqqOiWZCXh8V67aCoqAxGAj7/V8X0O2u4P6Su7UsJI2mR6I6j6ONkM9PJBCEODXZEwopW72Rmd+7kyEzpqBM7yhLkjr6pUZddiHhQJCcyUVMveum407OUrJiHab4ODKLRoukcsIpI1oEQlQrWbqayi07WPr4U7gbm/G3OcmfMZnkYUOIhMMkDc1n+rcW8MH3f0GDvZTz7v0m8TmZtFRUE3Z7ANAYDJ0XaqWelQCccCXQ2+FKQKVCbdDjaWwi5OsoQ6PVUr19Lykjh2G2dsyPK0nS4UoAwBQfh8FixtviOGolcHDVBja88BYAAaebgMc7oJgFoTfRIhCiWuE18yloc4LScQ1g7T9foWF/Kc2l5cz6/j1kTxqHOuAhfexIylZvxGSNR1JJNJeUH95HW1Vtz+Gip5DaaEAOhVHCYXRGAyZrAr52J8gK1oIcciYW0XywgrX/fo20leuZ/fB3UKk6zr9kWWbpH59Gb44h//zJFF51SZ9lJGRnou6chrHwqiOHzwrCQImKQIhakXCYzx59HBS44g+PsuKv/6Ll4CEm334DnuZWRl42lxVP/Iv1z79OWqENgyWWpII87lz4HC9cexfNpRUgy/2ZbfKkGSwx+Nra0cQYiYRCDL9oFklDcln95HMYLLHMfPBuihctJXfaBIo/X07Fus0cWLYWc1Ii53/3DuY8/B3UWu1R5/gFSMzPJjE/exDfhXCuG1BFYLPZfgXc0Pn0M7vd/kiv9UV0TFofC6yiY87ifsz8IZyLGvaXosgyaaOGAyBHZMzJSYy6/EIq1m+lZPk6bnnxr5isCbz/wKMYE+LY8OJbRMIRQsEwuJwUf76U7W99SPKwIV9nFj3FrQFJq0EJdXyNg14/OqMRjUEPSGSNH4O3tZ2pt11L6vhxfPbo45QsX8t9i15n8reu573v/gxrQR7JBfkAlK3ZRMjrY/p9t53SGAXhRJz0NQKbzTYPuBgYDxQBE2022zW9Nnsd+J7dbh9Ox6jtb59secJ/v4a9B6jctJ1tb32IoihUrN2Et8VB2qjhBNweYtNSWfHXf7P++Tdw1jey+bX3UFBIzs9Cq9VStnYLZSs34mlxULxoydc7Vp3aS2FdlYCk1ZA5bhQBjw93QzMBp4tPf/Jbtr/zEW3V9ZSt3kTF+i3EZqTy4Q//H5//4s+0llcR9vpxNTYDMOnWBaQMH0I4KLKKCmfOQP5D6oAf2+32oN1uDwHFQE7XSpvNlgsY7Xb7hs5FLwPXD6A84b/c2AWXMfzCmbibWlBkmSGzpjHjux0pFOIy0wh6vWx5/X3WP/sameNH42tvx2A2Y0620lRagaYzM2d7dR09+oPkgeaQOJJKp0FSq6nbXYzebAKNBp3ZhCxHSB6WR8jvp2rzDmKsidzy4t8wJsQSDvopmD0NkzWepX98Gl+bk0gozP4vV9IqhoEKZ9BJdw3Z7fa9XY9tNtswOrqIZnTbJIOOyqJLHZB1suUJ54b47AxmPXj34eddGTczxozkttef4pUbv4Nao8JZ14irvglFkWmv6/gdOY1n1bEpKTgbG1FpTSBD+uiOVsv4+RdSMOc8Im0OTJlZZE0YA8B1Tz8OwP4vV1C3p5iLf/EDDHEWJEniij88etriFoS+DPhisc1mGw18Bjxst9tLuq1S0fO8TOIE03tZradvNqbkZMtpK6u/ojEmGJy4PK1trHv5XWZ/9za0BsPh5X63h71frKR2j52J11+OIUbH8Aumsea5tzAlxqM36hk573xWPP0Kar2WsPfkrgd0fTH720T2trcjhyPoTXriUlOwzZ3Gtve/ZOwl0xl7xbwjtnc3t7L0by+i0qoJtbdx8R8e6WOvp0c0fq+iMSaIzrgGI6aBXiyeAbwP/MBut7/da3U10H0oRBpQeyL7b2lxIw9wnHd/JCdbaGo6MmnYmRSNMcHgxeV3evEHZJqbPWj0IZoPVhxOCbH+zU/wtrSijksg6A+ROmE8WZOK2ff5MuRwmKbySvzt7o6bw04HlYrYtBTcTc1oTSYyJhWxf/VWRl11Cbu+WkvalCmkpMT2+Jw+fvgPxGakMu7K+QRcnjP2t43G71U0xgTRGdfxYlKppJM6gR7IxeJs4EPglj4qAex2+yHA31lZANwGfH6y5Qn/vdb96zVqdxUz7Z5b0Oh1ANTu2k/Vtt1sX/gJpcvXMvn264mxJhDweHnnvofZ/fGXRIJBNHo9PmfnP0bXSUMfF4cVOs765T6WKXT8I/TnnyEmxYreYqattp6UUSOwpKdSsWErjooq1BoN5as3sf2dj4543ZyHvsPMB+/mwOLVmBLjATiwdDUtZYf69yEJwiAayMXihwAD8Bebzbaj8+d+m822yGazTerc5pvAX202237ADPx9gPEK/4XSx4zAmn94nAGe5lZqtu9m2NzzCXq8WIfmE5uVzqYX38bT3Iqzpp6Q24vJGk84EEAJ9BqR3M+Lw0ofv3u/Uga6dzZ5He1o9DrCHh/V23bhqKjB3dBEOBimbM1Gcs+bSNLQvCPKsqQmIUkSiqKgdMbXVl2Pp8XRr1gFYTAN5GLx94Hv97Hq2W7b7ASmnGwZwrkhf/rkHs8rt+wkHAwSm5bM8Itm0WAv5dNHfkd64XDMaUmMuWY+297+EIPZjKu++cgdSoDScRDvOtNRvl58eLnUbfPu23TXe5miyFjzs/G0OggYY0gfa6O5pIKCOTOY99PvoT1GQjqVSsW0u28+/HzKt8QgOiE6iFxDQtQJBwK46psIen04a+tp3F9KW3UtybYC0kYMQ6XTojMa8bU7USIyKl2v8xml59m9AgSPUZ7Cka2DHvF0++1FQ/WOveiSrOhys5ly2w3EZ6aTOqLgmJWAIEQzkWJCiBq7P/yCuMw0Rlwyh4Mr1/PhD39F4/5SjLEWTMlWdr3/GQl52bSWVYIk4WtrR5EjSDFmCLp77Evi6y+3BOg6f3e1CrpTum0HPVsS3VsOYY0GtVqFNT8LszWR5rIK3C2tqLQa2qpOaByEIEQV0SIQzjhFUdj86nuE/AFcDU0Uf76Mi37+AybcdDVGawKxGalYkq0Y4mJJyEqn8cBB3C0OQh4figJhp/u4ZXT/onfvEpLo2TUk0/OistTttYZwGH3AT3xmGp6WVtLG2Fj6+D+oWL+Z4s+XDfRjEIQzRlQEwmnlrG+kobgEZ30jb931Ixo78wGF/H4SczKJz87smGXMmkBTaQX1e+y01dRzcM1GytduZNOr7yKHQviaWoCeB+qjXSKOcGT3j9zHMjjO6CGVhDExnuEXzUKl1WJOTESt16E1mojNSD25D0QQooCoCITTQpZl3I3NHNqwjdKV66jduQ9jfCzW/GwkSWL6vbdS/Pky3A1NeNvaWPX3F9ix8BNUGg06o5GwP4hap0NrMJBeNBrUR351w1Jnemd6HuS7tux+5t+Xrm6g7pWB2mgASUIXZyExNxtkhbX/fIWh509FjsiEAwEm334dNzz7p4F/SIJwhohrBMJpUb56I3s+WczV//fLw8uGzJyKqtuk7PMefRCNQc+mV97F1dhEwOVBo9fiamzwgj11AAAgAElEQVRCZzYSbHfjizg77x/QEfb2nGRGp8iHR/kEgK5Ltz1G/fD1dYLuFUP3akXuXKfSqNHodGj1esypVsZecxklS9fQuL+U1soqYqyJJOZmM3TmVHyOto6cQ4JwFhItAuG0GDJrGvN++r0ey5Y8/g8OLFkNQGt5FdsXfozf6eK6fz6OSqdFrdNiu+gCgh7f4ZvFlFCYgNNNOBTGmJRwxHjPrpZAR1Lonn3+XS2BrgN9b13bhZFo1JlQwhEC7U6cbe3U1zZhX7yK6u27McbHkT1pHJNuXcC8n36PA0vX0Hjg4Cn5nAThTBAtAmHQeVocbHjujcOZRGVZZvFv/0bB7PMYMnMalVt2UrJkNX6Xm0W/+BPeFgc5k8ZRuXEb3pZWFEVGiSiYkq0EXC4i/iCEwviaj7wZq/eZjdTrcdfZf+9WQk8KicGvp4OUJAmfP0h98QEs6clEwiEaiktJHVFAW1Ud2ZPHMfzCmSf78QjCGScqAmHQ6c0xJBXkoTV2JJNTqVTkz5hM3nmTCHm9rHjiWfJnTCEhL4uAy8Pqf7xAJBjGGB9POBTBGBuLRq8jJsVKKN5Cy8FKYjNTcVbVHafknpkOu48Q6r1N9+4hXa/1WrUas1FH0OsjvXAkZas2MPryCxl+4UwioRDK4KfDEoRBJbqGhEGn0esYd90VqDvnCwAYfuFMtEYD+lgLs77/bcLBIMv/71kyxo5kzDfm46itp3bnXprspUTCYVz1jSgotJQeAlnuVyXQ5Xh5hKTjrCccRgE0ei0SMPrKixk5fy4Am195l43Pv9nvWAQhGokWgXDa7ftsKYZYM55WB/V77ZQuX09zWQWmxATaqutQaTQY48w4yg4Rl5mOISGW+p3FNOwt4YydfssypoQ44rMyGHP1pYcXj7vucuTIqZ/4RhBOJ1ERCKedzmxCYzRgzc9h/5criYRCFF13JcMuPJ81T72Ip6WNtqoa1BoNWqOe4RfPpn63/ZTPPXw8hoRY/A4nAEGfH53JiCwrpI0ZweI/PIW/rY0r//C/pzUmQRgMomtIOK0aiktIsRXQVFLOmqdfxud0kTp3Flf+8ec4DlUjqVQU3XAlKo2GxOH5VG3dxeaX3uq7c78P3UcHDVRXJaA1x2BKiCNlZAG123ez8L5HKP50MVWbdlG3x36KShOEM0e0CITT4q0vNpBk0tH6+ltMunUBPkcbs398P1+9+A5ryurR/ez3FMycwvT7b6eppIz0sSOp3bUPJSLTXtPQZ5dQX7OK9b5H4KSpVB3prNUqhs6cgrOuEWdNA/FZ6Uy8+RqSbUMoX70JVR83tgnC2UZUBMKgWfqHp8ifMZkhM6dSkJ1CnNnEnKd+j0anZeisaWxf+DHhg+UMrW+gyZHAzrc/JD4znfb6RpBlwoFgRwVwAkf1o40MOmGyjNpowGSNxxgfT9DrY/aP7kOORChbu5HMCYVMFmmkhf8S4nRGGDQFc2ZgTk1iw3NvMHFkHsNz09Dovh45NPLSOQydNQ1TfBwxSYmgUdN0oAxFVgi6vehiDKCWjtrXc6zRQN3zCZ2slOFDkBQ4uGo9KpWKqu17WPanp9nz4ZfU79lPJBzmy8f+ejhfkiCcrUSLQBgU+z5bQsgfJDEvC5W259fMcaiag6s30l7TgCHegiU9lfK1m7HmZlO/9wAhr5fUwhEokQiNbSUDimMg3UTNJeVYh+YR8vvJmjiWsD+ANT+HxLxc/G1O1BoNuVPHE5+VfvydCUIUExWBcEr4XW4Mlq8nzU7IzUYOh7GkJjPljhsBqNq6ixRbAQfXbGTLa+8Rl5UBKFgL8qjcvB2/04WEgoJEw/4SCJ/8KKFT0UUU8voIerwY42Op212MwWwm5A9y4U8ewBgfSzgYYsQlswdYiiCceQPuGrLZbLE2m22PzWbL62Pdr2w226Fucxo/MNDyhOgTCYf55OHfULtr3+Fl6YU2MotGH35es2Mvq558nuqtO2mtqEYXY2L43BkdE76v2ointR21RsPoKy4mZfjQfs073JVXaDBG8UsGHXpLDHHZaaSPHYmvzUndnv2kjbaRNb6Q4kVL2frGf4iEw8ffmSBEuQG1CGw221TgOWD4UTaZBNxkt9vXD6QcIbqpNRrmPfog8dkZR6xzNTSz/8vlZE0YQ9ENVzFk1jSyJo2jbNUGgl4fFRu2kpCbCZEIbVW1pNgKaC4rR63TEfEHjlnusbp9es86dqIUf5BQRCHkDZI6ogDHoWr0FgsXfP9uACbcfA3u5hbe/97PufIPj2KMjzvJkgThzBto19C3gQeA146yfhLwqM1mywVWAQ/Z7Xb/UbYVzmIJOZl9LpfDYUI+P6mjhpNeOILiL5ZzYOlq6vfYUWu1qDQa9GYzGpMBRVawL1mJHAzz9UzBx9Y7hXTvdSdaEUhqFWjUKLKCHApRvWMXk267lkgwTFtdDR8/8htuePZPmBLjMSbEcf53v0VLeRXtNZsZfcW8EyxNEKKDpJyCW/ZtNlsFMNtut1d0W2YGFgI/AkqBl4FDdrv95/3YZR5QPuDAhKgTCgR4+Y6HaLSXccuzv2PD6x/QUlHFnkUr0Ol1BP2Bwymnu+vrnoHjOZmKQG3QEpeWirOxmbAvgKRRkzt+NFNuuRqVVkvZ+m3c9dpfe7ymfNMOHFV1TFgw/wRLE4RBkw9U9HfjQbtYbLfb3cBlXc9tNtsTwItAfyoCAFpa3Mh9HBROteRkC01NrkEv50REY0xw8nHJskwkGEJr0GPJzACdgXcffpyWsio8TS0QkQmH5T4rAeg5iUx/D+4n0y0U8Ydoraj+eoECfk+AA+t3YIyzcOVfHjv8/p31jTgqqsmdNgFz/tAen8t/299vMEVjTBCdcR0vJpVKwmo1H3X9UV83kKCOxWaz5dhstru6LZKA0GCVJ0S3VU8+zxe//BPb3v4IQ6yFzLEjqdm5D1dTMze98jcA5GDwqK/vz+nAqTplkNQq9PGxGOIs5E4pInvSGFyNLaSOsvXYrnF/KVXbdp2iUgXhzBnM4aM+4E82m205HU2UB4APBrE8IUqFgyFaDlaQM20CB5auJjY1GX2smbzzJiFHwqz8v2d7bC9pNCi9RuOoOP7F4b4uEHctP5HhpLEZ6VjSkkFWmP/Yw7gbW1jyh3+QmJfNxhffZupdN1H8xXIS87IpmD29n3sVhOh1yisCm822CPil3W7fYrPZ7gM+oWOujzXAE6e6PCE6tNfUI4fDJORmHV5Ws3MvyQX5hHx+YjPSKLzyYvwOJ3s+/pKQ34+vzYXf5Sbs86PS6zpaBApHVAJdjnUgPyVpJbreS1UNroYGiq6/in2LlqLS6Qj5A+z/agU6oxEAf5uTkNd3CksVhDPnlFQEdrs9r9vjy7o9fh94/1SUIUQnX3vHAbFk2RrCwRDT7r758Lo9H32JPsZETFIiFz36IACRUAhLWjIt5VXYLp1N2Yr1OA5VH64Eeus6o+9PH+bRZh874ZFDGg2JudnMuP9bVO/YTfHny3BU1nBgyWrmPHQ/AONvuvoE9yoI0UvcWSwMSPGiZTjrGzn/e3ei1vT8Ol38ix/SWl6Fr70jnbN9ySr2LVpGa0UVkVCI9toGjLGdF7aO0cF/Ks/2j0klEZNsJeTx4XU4efNbD5I7bQKptgIsqclYh+Si0mjY/Oq75E6dQIpt6OmKTBAGlUg6JwxI0Y1XYUqIY/2/X0eSvj5kt9fWs/h3T+J3uvA7Xfz78ttY/9wbpBfaMMSaCfv8hNwenLUNHS84ytH+lGUT7Q8FPE2tBN0evM0ttFXX4XW0ozXHMOdH93Fw+TqctQ3oYkxodB0zG5et3siGF8RUlcLZTbQIhAFRqVTYLplNw96eE7SYEhNILxzBljf/Q/qo4STm59BaXsmBpatRdctA2kVSq1EGkFvolFCUw/MeZE4eR+32vdgXr2L/F8up3bWXBU//HpVGjbOugbjsjkRzhjhLjxxLgnA2Ei0CYcAch2qwL151+LmiKDQfrKBszSZ0JiOHNm6nbtc+HDV1FN1wJca4I9MxnMpK4GSHkZpTk1EZOs70wz4/WqOBwmvnE5OUiM5oxBBnYcfCT3j/gZ9TumId0PHeHVW1pyhyQTgzRItAOGkNxSWUrlzP5lcWculjjxxevu7ZV5EkifjsDHKmjsdZW4/d6Se4eg2bXnwHY3wcOTMmUbl2y0mXfbRcQkq3372Hkfa1fXfuhiasw4fgOFRNW3U9sWnJzP/Vj3mjpJz6PfvZ8e4njFtwOQdXbzicUmP0lRcxShGpJYSzm2gRCCdNrdNiTrIy84G7GDprGiFfRxqpkZfOJT43k5Jla3BW17HiiX+hSGoUo4mg14uk1VC1cfugxtaf+w360lZVixwIEnC5yJ5cRNnK9UhqNXEZadi/WkXZus3c8M8/dmRI7bT/i+XU7i4+leELwmklWgTCSanaspODqzcy+4f3AtBSVsmSx//ONX97jMT8bJoPloOs0FpdS+7UCcSkJLO7dD/tHjdtFVUDLv+Eh4R2/pZ7Pe+xjUaNSqPGnJONv81B7Y69tFfXEQmGMCXGk5CXzYGvVhFodzL0gukEPV705hhCvgCRoLhpXjh7iYpAOCnWIbn4nW4AWiuqsC9ZxdyfPIAuxoSiKLibWskYX0jlhu0kDclh+1v/QZFl5NDgHTC7d//07ho6ZtK6zhco4QghlwdXIIRKo6aptBxvi4N5//t95GCI9DEjWf7Es+x8fxEZ4wqpWL+ZGGsiY6+9rK+9CsJZQ1QEwkkxJcYzbO4Mgl4fX/76L7ibW5l+760AHNqwlX2LlpKQnYGzroGaHXtRlAh6s+W0xtjv9BK9+orkcBhjnAWd2YS3tQ1rfi4V67ew6qkXySwazbA5M0gvtJFeaOt7f4JwlhEVgTAgiqyQPbmISbctoPFAGev//Tq582ZxKCGFGFlBjkRQ6zSAFmdd/anLDMeRB/ruB/u+LiJLdLQMjnphTKXqmBlNlgl4vMSmpZI3bRK1O/dSt3sf2RPG0lpRhb7zJjhZllGpxGU24ewnvsXCgOjNJobPm9mRrtnlJn3MCFqKS4i0tnFo3WZCPh/u+ia8ra39HiIq03P0z7Hqjr7O9Pt6TffKomv/vaMxWuNAkojNTCM+JxMkBb3FxOqnX6KlvJopd9zAsDkziEtPBWDZH5+m+Ivl/XpPghDNRItAOGnPLFzCtDEFtHzwKa2HqnHXN2JJSaaprIJ511+JOe0iFv38D6CSOmcd65/ewz6P1q3TdS0A+q4s+npt17K+1vmaHKCS8LQ4MMRZ0Oh0FC9axsj5cylbvZF1z77G7B/dx5pnXsY6JJcx18wnPiu93+9LEKKVaBEIJyXg9pIVoycnzcrsH99H2OfHUVVL5fbdhLx+9n2+lA3Pv4HaoMOSknRC++46c+9+sFZ6/fRX99ZF134idHzx+/ryS2o1Gr0eR0U10++/jaKbr2bfp4tx1TVRunYTT82+Fq+jnazxhaSOKECl0fDlY3+h9RSMhBKEM0VUBMJJsS9eSczunRgjISRJxazv30N8Zjr+NifmlCSGXXg+VVt34ayqw9Xadtrj695a6E7NUZrBnTVO1vhClEgEtV5HW3UdtTv24feHCASD+FrbkNRqYqwJWFKTAdDodWRPHIclLWVw3oggnAaia0g4ppayQ/hdbjLHjQY60k6v+OtzTLnzRkZdPo9lf3qaptJyMseNJn3MCNBo0JuMbH5pIVqDoSNn/wmOsT/R2cj66v7pSl3dfTuZY4wgUiCYnELD/lKCPj+5Y4vY+f4iZnznW4z+6Q9Rq1QceuUNUocPZeub/yE2LYUx37gUSZIYdfmFJ/DuBCH6iIrgHBH0eDmwbA2jr7ioR5bQ42m0H8Td1HK4ItDodZiTrWj1etY+8wpJw4bgaXFQt8dOe00tQa8POWShvab+lMV+tLP7LsdKH9F7JNHRrjlIajWyy0UwEgaTiYbKevxtbez/YjnfuOQCGvaVEBk3mgm3XIM5xUru1Ikn92YEIQqJrqFzhKe5lbpdxSd8B+zI+XOZfPv1h59rDQYm3boArdHAiEsuwN3YRN1eOwdXrMXT7MDd0IyroaljY5UK1Op+ldN7qsnj5Qk61mihY1Ua3b/wVTHxuFQd50JKJIImHCKk0aKNi8Wo1zDy9psYe818dDEmytZsZN+ipXgd7Xhb2zFZ4wHY9cHnVGzY2q/3KAjRSrQIzhEJuVlc9PPvD3g///nJ4+TOOh+1ToscDpNqK2DjS28TkRWMCXFoTR1ZOp21jchyBCL9zyp6rBFCfW17NF1n/t1nNutrTuPkgAevRoscDKNSqzAmWRlx8wK827eTNXEs7ROn8nldMxufeRPT/lIm3HwNSiRCwO1BicigAUOsGZ3J2O/3KAjRaMAVgc1miwXWAVfY7faKXuuKgOeBWGAVcL/dbu//OELhjPK1O2ncf5DcqeMBqNtjx5xsxdfuxNnQiLOmnpaySm56/i9se/ND9n22GJ/LQ9qIociyjMZgIOzx9qusvvruu48Y6v67r9cebV3vawndKwhDOISOEIpGQ6s5lnBIQX72RSL+AJ9Vu4gs2sTk0fm063XQ5iSpII8DS1aRMW4UGn1HuurhF87s1/sThGg2oK4hm802lY5J6YcfZZPXge/Z7fbhdPwffnsg5QmnT/X2PVRv203Zmo3IkQhrnnmZlopKYlOt7P7gc6q378Xv9jB2weXU7trLVX/+X0ZdeTGxqVaCXj9EIketBPrqwumrS6c/Q0X7Wt/Xnca99yV3/iiSRFBWMHo9GPOH4DHF0Dp6HDHZ6TRrDQRLSrGoFC78yQPU79lP9dY9X3d9CcJ/iYFeI/g28ABwxMwcNpstFzDa7fYNnYteBq7vvZ0QfcLBIJ//8s/oYkzM+fH9IEk46xtJGTaEabctILNoNG2V1RxcuQFFkdn00kKenns9xZ8uBiRaDlUet4zj3Tnc33sFjtca6N3dpOr2o0gq1Go1ejmCXoKQVk14+vksuP4iLk+38L83XEBCnJnmkjKSC/JoLq1gyKwpDJkxuZ/RCcLZYUBdQ3a7/R4Am63P5FsZQF2353VA1ons32o9fVMAJief3oRo/XGmYoqEwxRdMYf8wiFYO2NIy89EpwQBGHXBRPYvWsLYy2bTsGMXreWVhP0BDBZzx0T1oWNfF+h+w9hg6Npv97xCfZ3xqFEgHEYFNBpiMBr0FLXXU/pxGT9Y+gYxcbHIP7uXgMfLkiee57KffJvYE7g5Lhq/UxCdcUVjTBCdcQ1GTIN5sbj3MO6uNC/91tLiRpYH63DxteRkC01NrkEv50Sc6Zgm33cHjpp6Vr30D86771YKLp2Hp9XBx794ggl3fZNJd9zEyr8/j1qtRq3TEvYHUOl1yC53v/Z/vD79E7lw3P21Uq/HITq+5BJHVgYBjQ6P3ojZ52bo7Ok0bNlJylVzCKak8cJtP0ZvMVN03RXkTpuAITkFt18h0M+/yZn++x1NNMYVjTFBdMZ1vJhUKumkTqAHc/hoNdA9EUsafXQhCdFLY9BjiI9FUqlY+fcX+OTh3xKTlIB9ySpKV6xHazSQP+s8Ap3zEnibW1EZdUfsp3eahy59JYbr6/HRHO2+ga6DvgrQAn5UKHRUCt3PRPRymIzzp5B0yYWsqHNjDfnY+uky3t1QjKOpFZVKhbe1jS9//QQ5U4qQ1GqCHi+RQZxTQRDOhEFrEdjt9kM2m81vs9lm2O32tcBtwOeDVZ5w6sVYE5j0zWsBuOhn/0N7XSMqnxMpNpHMcaPZ9vZHVG7ZiaTToHQmlZN9wX7v/2jzDfdXXxebw3SkkZA7f4cAdefhv+sCsb7zt0qjZv5lM6nctIPmxcvxyxF0M6YzsrGKGd++idFXXcz2dz7C53DyxWN/wZqfi86oJz47g/E3Xn2C0QpC9DrlFYHNZlsE/NJut28Bvgk81znEdBvw91NdnnB6GGItbH/nYza/9Cajr5qPs76REZfOYee7n2BJSsKYGEfDHnufrx2MZmf3eQh6P1b4Op2EGlCQCKOg73pxjBHZ4yOEio8f+S2powowqVVMuP1aDmYNJaO1kZyZU9HotEy+7Tom33Ydq59+CbVazbjrrkAr7hsQ/suckorAbrfndXt8WbfHO4Epp6IM4cxzVNWgM8UQm51B1sQx1O8rwdfuRA6H8buPfW3gWJPIdK0/UX0NN+3ar5qvKyB1ty1lQOXxYbKYQaUiEgjQXtPAmGsuZcx9d/DO936HvqKM3ZWN/Oa53x5+Xd7UCVTv2IvJmnBCKToE4WwgUkwI/XbJL39E7sRC2qtq+PI3f2X1P14kLisdRYGg8/gVQdcZe9c1g94jCfr66U3qtX3X49777/OL3W02saRCG8yZg2nyBNJH23AcqqbuqxU8cPUMJo/MYf60QgC2vvEf6vcdIHvSOCLBIDsWfnLM9ykIZyNREQj9sv/LFaz/1+tc/fuHMZgtJOZmE5eZRmt5FRF/oM/X9JXW4Wg3enXf9lg3kh1tuapzv0HAI339tZbh63xHsowpIY6iu2/B0dJGS2UN5//PPZz/3TtJGpqHdWgupsR4Iq0Otr/xPgBaoxG1TgvAyEvnMmzO9KNEIAhnL5FrSABg/XNvkDOliMxxo3HWN7L2mVcwWRMomH0eWoOBzKLRWFKTKVu/jS1vvI+rqbnPVkD3FA7HnB/4KHpfAO7v/QZdo4F0gFb5emyQCiASObw+Nj2F3Vv2oHK0M2vCaMI7d+HNywJFoWztRub99EFGX3ERfreH4s+XEZeVRnJBPgDWITkn+G4E4ewgWgTnkKotO1n3r9f6XBeflU5MYgIA/nYXxrhYbPNm0lBcQlNpOfsWLaV21z72fbmK3PMmYbDE9Lmf7gdtVR/LTlRf8w4cLa1EV5l95TvtGk5qTk5iwhUXkjzvAhLyc0nIzWLIzGm019az6YW32f7OR2j0OjQ6LcWfLyXk8w8gekE4O4gWwTnEkpZCUkFen+tGzp8LgKIolK3eiC7WzNpnXyV/+mQ0Oi07Fn6Czmyirbya1lCEqgBk97Gf7mcW/T2b7+923buZ+mo59L6mEO5cppbo6B4KR0ixDaVq3SZaq+vYvm4judMmsPO9T4lEZCbdtoBxCy7HcaiacDBEZtEYciYX9SMyQTi7iYrgHBKflX7EZOv2xauo2bGHuQ9/F4CqrbvY/Oq75M+YhNZkpL2hiU2vLMTvclG3Zz+RQBB9RhoZkUC/juC9J5gfrPE23VNOdz0PSypCag2WcBBkGUmtJuDy4C4tR25zkjhpHLoYI8PnzaTRfpChF0ynZNlatr/zESMuns3Uu24apGgFIbqIrqFzXM6UIkZcMvvwc7M1kZnfv5uim76Bt9mBxZqIv92Ft7WdSDCEKSEOi9lEdn7mMSed6SvD6NEqgZPtOuq+v3Cv8iTAqJaIlTquDrjVWsJxcdTtKcZV34QiRzDEWtjy6nt89tPf01pexbp/voykVjHvZ//DpNsWsPfTxTSVlJ1kdIJw9hAtgnOcMS4W49hRALRWVLHz/c+Y9YN7UKnVDL9oJl5HO5f/7qfU7d7Ptnc/JiUvg5K12zAnJaJWa4iEv04w13VBtnuSqa4WQdey7heA+7qXoPv2cGRlogIivbanc1n35BZak5GIyYRRryXs8hA3aSLO1jbUKpmhs6aBWsKcnEjq3AvwBEOMunweG198C2+rg1Gd3WT+dheho4yIEoT/JqJFIACw/e2P2PfFcur27OfzX/yJkmVr2PTyQqo272TY3BnozTH425xU7z5A2B+graoW+Sg5d7oO0F1frr5yCB3vHoG+pq7sXkl0XRTuetzjXl+tBo9Wz+74dBxNDiSDnmQpRFrET/1eO/52J2OuvIRWjZ5RD9xN4Q3fwJgQS3xWOr425+HdTPzmtUhI7Fu0tEecIZ8fRRn8ZIiCcLqIFoEAQPqYEZSsWIekknBU1ZIxbhR5503Emp/Dwvt/0nFmLIGrrvHwa3ofCnunmx3sQ2XvVLaHz2pCYSSNmqyWWpzxiZhNOpy1jai0aswpVv4/e+8dJkd1JW6/VdU5d8/05KgwrZyFkEQGAQKBwQhjMGCvMYb1OvB5HXaNA7trr73e8Dnba4KNA9iACSZbJAESykJZLWlyDp1zqKrfHz0zmhmNBCiwI6ne59EzXXVv33uqq1Tn3nPvOaf+vMW0b91JXyhBsf8grX98jG6nnev/518w2kbvhpJzOfLp0fGTXv7X/8G34gKmXnLeKbs2DY0PE00RnKUEW9rpeHc3c65bCYDRbiMVjHDDz7+P3mREEASu+PaX2fLIU+x/eS2CwLAZ6L38A07lovDR+pEZlMlshlQKfTCAUxDJKwrB+YuwhnpJ90SpnDsDQZRIJtNk9uylNzRAxdwZxHr7eeX7P2XyBecSbu/k/C9+Br3JSNWC2VQtmA1APptj4FAzyz57G86qsg/hCjU0Phw009BZSjaZIj3CDOKuqeTyb92DwWxCEAQiXT387Xs/5u2f/YZcIoHRYcVoNZPQGQgaLIj60WOI4dSPjK8Exgs5fSxlcSyfgaH+RrYxNBvpMNkIWOww6F3cVVbFQUWieHIdnvpa2rfuoq0vRF9jC0JREVMuWkYqGsc7ZRKSQc/US5ZTNKmWfS++yoYHHyXQ1DYcVqJj2042/ebPeOqrkfT6Y0ivoXF6oc0IzlLKZjRQNqOQarp1wzb2vvgaK//lKwD0H2xi3a9+z7Y/PY3Z5URvNhPrKpiErAJY8tkjzDJHs/kfyzz0fsqOtqA81llNkkSQFSSrlaioxyFnWXrTtVxcUcr2p1+idMYFXPyVu/nhNXew/+U3MCgyTruVgaY2ot29zLvhaqZeeh6STsfc1avo3uNnz3OvsOuZl7AWewCoOWc+1YvmHkNqDY3TE21GcJagKAo7n3xhlKdsoKmV3X99GXtZCclQiEy8kGw+FY5SMXsaApDsD1A2ZxriYLwdRdTypCgAACAASURBVC1s1ZQp/B1SCEebBZwsE9GxlEZYZyAvFySx93QTFyUkVaV9205a12/BVeRmz4uv8p/f+ikX3fcVTEqepKhj8s3Xk+gfQJUVDFYrku7wuKjr3d1k4wkaLjufxbetJt4f4MnP30sqGD5JV6ShMXHQZgRnCRvu/yN9/kbqli5EbzYBkE2kSEdi2EuL0RtNhDu7MFoslEybwhv/82uKJtUS7eqjd38jerOJTDZ3hOfweKP+Y20R5SjnjlbnaLGHhhSQBFjyORQEcqKApCpUhAeIiDoSB9soNnZRNLmWWEcPvPAChrmTWPC1L7C1K4Tn/OVUeRzImSyTzhudkH7+x69DkRV0gwrQWuxhyac/jtVb9D6k19A4vdBmBGcwgaY29r74GgCO8lIu/NJncJSXDpeXz57GottWs+m3f0aRZVDh0c/8I79d/VlaN28nl8qgdztpNdrID76RRwaVG+vJO8SxtoiOV/9o5SMVydgtqCNnI3pUEnojAYOFkMVGud1E3Ggm6vKQy2RY8Y0vYvG4WX77aqxuF+5omH+7907OmzOFA2vepHn9FlLhCJHO7uE+REkaVgIAgiBQOX8WjWvf0baOapxxaDOCM5h0LEa8tx+AWddefkR509ubaN+6k+krL8FaUky4vYsS32T2vvAqWUTyPb2IOh0luTzJXB4jh0fjEsfvNfxBXqMjPZTFEX9NQxWsFuRsjnBZBfZomApy5E1WLl51JRd+5BIOvboeRZaxl3mJdHbjrq4gm0wBoDPomX39Slo2bOWtnzzAwTc2cudzD2M4SgayWG8/e194lcr5szA7HR/gKjQ0JjYnpAh8Pt8twDcp5Aj/kd/v//mY8u8AnwZCg6fuH1tH49RROXcmlXNnHnE+3NHNWz97iOWf+xSCKCBncwRb2iieVId3aj2Tlp/DnlfeAlTUXB6L2UhSUUCWETj1o4eRM4GhraojTUUyIyKMpjMYUKkP95OuqiIvCkz6/z5PXyjGQz//E+c2VNGzx08+nUWURMpm+Sib5Rvua+4NVzP3hqvJpdOkYgl2PvkCi269YVy5nBVlXPvDb52CK9bQ+L/luP9P+3y+SuB7wEIgA6z3+Xyv+/3+vSOqLQI+7vf73zkxMTVOJvYyL9OvuBh3dQW9+w4ycKgVZ0UZzes2obdaSMfilNZVkU4mySVSlM320bZhO6r8/nMEnMhC8UglMLKvkcpAoaAQ9IpCuKgU10APwb4g8euuY2V9OU67hY0GE48+sYYV02u45Gt/j8lhL+Rb6O7lnfv/wJI7bkEczFqmN5m48jv/qG0L1TgrOZE1gsuA1/x+f9Dv9yeAJ4DVY+osAr7h8/l2+ny+n/l8PtMRrWh8qBx6fT3rf/k7ply8DEEQkHQ6jE4bweYOunb7UfJ5iqfUM9DYQryzl0w4Sutbm1Fz+Q/kNXw8SuBonspDsYVkIKIzkhD1w+apsNFKb3UtCALGfI7Wze+iJlO0/OsPMLc2Ue11422YxIyrLmXSeYX02YIoIuqOfOEbbVZ0RsMR5zU0znRORBFUAN0jjruBqqEDn89nA7YDXwUWAC5Am1f/HxLr7adr975Re+EbLj2PYGMbGx96hFBLG5t+82da1m/GaLcds61T4Tl8tB1GOiAHpAURq5zFquTQAUmbg7a6KeTtDhLTZ7DgqotZmItCMoGaz2MUVG767E2IokDLhq0A5DNZ9r38OuUzfcOzAQ2Ns50TMfeODS0jMCL8i9/vjwNXDR37fL7/Bh4C7n2/HRQVHftldDLxeu0fWl/vl5MlUy6dZsdfX6F+6QI8XhcLV10w6iU4d+V5HHzlDQaa27EWuYh29WBy2NEZ9CT6g8P1PszcAmP7ygoSZhRUVUUnCpicdlzFHoydjWSmTyK7pw//c+2cf81F6A7s45wbLifWHyQ70MuSG6+kev5MTDYrj/z9vQy0djJ/5QVklBw/+eMavnXXtdit4y8QnwgT8ZmCiSnXRJQJJqZcp0KmE1EEHcD5I47LgK6hA5/PVwNc5vf7Hxo8JVAY2L1vAoE4inLqt+p5vXb6+2OnvJ8PwsmUKdrdi3/ddsrPWcysj99AIJAYXR7LUr10MeGuflKxGGpeIdrVe9T2huP6nETGKpaxIwyzKpMRRAyoyIpKSNATVQxU63V0dfbiMRppnj2fO++6g9aWDowuF1cunQNAx7Zd+DfuwWizUrVsCZXnKui9ZWRzeWZPqiKVyJFO5k/q9UzEZwomplwTUSaYmHK9l0yiKBzXAPpEFMErwH0+n88LJIAbgM+OKE8BP/T5fK8DLcA/AE+dQH8ax4mjvJTLv3kPUPAt2L9mLdNWXICiKPzl8/cy+7qV2LxFxAcCKNmj6+rhcA6Df4emgMe7HjBeeOqxCmBo66hCISn9Tm8tswY6cJcWYzZbOaQ3USwpXHjrdWwUbazd18ah9l5qjL10P/R7GlacR+PajRRPqaNoci2zr71iuH2DXseVy+cch/QaGmcWx60I/H5/p8/nuxd4nUJOkAf8fv8mn8/3AvBtv9+/xefz3QU8O1j+NvDfJ0NojeMnGQzRsm4zjW+sR1VUjE4bM1ddxvPf/I9RSkDQ6VDzR46Sx47aj+VBfCzGG/2P56k8VE8HJEUdc/pbQRCJWOzUlbqhoxf9oQPM/spnWLV0AX3N7ZjOn03r2nfYEY0h6Q189KffRRRF5HGuZ1gGVaVnzwHKZjYgCB9G7FQNjYmDMEG9JOuAZs00dGpkOvDqW6z75cOkInHKZjbQf6CRSF8/sbbDa/8KIAoCqOoRoR3eK3Lo8XC0jGX9OhOefBo90G1xYMplcesFSn2TmHXlJTy/djvqjnepKiumZtFcdEYjdcsWMuPqy0iGwjjKSgrXI8s8/eX7OPeOm6kYzMg2kljvAC986z+4+nv/hO0khJGYiM8UTEy5JqJMMDHl+gCmoXoKlpj3hbZt4gwiE0+y76XXR53b/udn2D/mXMOl53P7o7/knE+uJtzWSSoUIdUfOlxhaCF5cJAwNlXk0figymFsFrKxfQmAPZ8mpTMQl/RkTSas+QwkU9SsXIHOZOTvPruaGbOnUjptCqUzG5h9w0pmX78SyaCn6a1NJAeDxImSxNI7b6V0MOLqWOylxaz++b+fFCWgoXG6oSmCM4hIZzcd23ahKIeDRHds382e59YMH2eTKTb/7nHymSypcJSyuTMIt3eTHxGVFEUZFeZ5PHPNiYaOGGpn7HfHKgQLhbDXNiWHmi94NtvKS8g3t9DyzhY8k2q57Muf4ZoffhM5m0PS6xEEAVVRiHR2k44eHj2Vz/KNijA6Fs2ZTONsRYs1dAZR4pvMim98cfh4xxPPM+m8JcxcdRlQsIO3vLOFQHMb2WSSDQ8+Sj6dQR3a9avTwRg7+kiTzdGCwJ0I47U3ZIIaCi2hGzxZFw0Q1xk4mJRxN7ZQNtPH43d+hYoZU/BM3YNk0NP17h7SkRgNl57HhffceUR/qUghGY8WK0hD4zCaIjiTUVXW/ujX1Cyei73Uy5Nf/BYt67dgLynCaLMWwlCHIzDkTZvPj47jw/g7e06qiCPaHm+RWKGw51iisG01W1FJpUEiE0/S09mLo2EyvouX4lq0kMrJtfz1q/9GvD+Ad/F82noCzG2oGdXfu3/+K6qqsuyu28gmkux65mXmfeyaY84UNDTOdLSn/wwl2NxOIhymcv5MzG4n7z7+LLl0Gr3NTO/BZkJdPWQSSRAElEwWkcKLduQuoA9rG8HIWcFQ30OfM4Aq6kDJFzyMTSaywQGiFiPdbX1UpOPI2Sw7dvXwD5fOZfueRi695hK27mth96GOIxTBottvHP6cisaI9fQVTEqaItA4i9HWCE5zVFUlHY1z4JW3SIYiw+ezyST7X3wdSW+g/0AzoqRDEEUCh1qQczniPf2ouRyo6rCL+Ej/gP8rhhTAUHwhPaC3Wek32QkZzJQe2kc4niLU3Us+GudTv/sxX3ri59w0r46qpYvY6SilqaOXy5bM5J5PXIGqqry0bifZXMHkpTcZ0ZuMAGy4/xFKZzQcNey0hsbZgjYMOs3Z8+zf2PL7vyBIIhfZrFTOn0V8IEjT25somlyLZNAz0NRKn/8Q8d5+dCYT5XOn0/rOluG37ch0kyPjhpyKMBLjOZKN3ZWkAEGDhaJssrBGEI0QcpUjWS0UdzbiVTLkHQ6yBiPv/OkZ2l9z0f6un6rl53DPPbdx7pzJw+0l01k27m5k9tQqKks8w+c3Pfw45bOnMfmCc0/yFWponH5oiuA0x7fiQoom1+Eo9dK77yCbH36MRCiC1ePiqu/+E/6/vUHH1p3ULz+HxECQVCxOx+YdmOx20uHCwunYoFFDjOc8dqIcLbDckDLKD8pTlE2SknREDGYqUzFmRns56JqCeepkFt24CjUeY9v6d9n37Css/OHXyAs6WnqC7GvvJSeKXLqkkIfBajbynbuuH+4rGYrwzLqdpLpDXDFvBilFpbOzn7qKYnYd7GD21CrNoUzjrENTBKc5erOJ8pmFRCtN6zZRPmc6giiy5I6bEQSBaVdcTHIgxLpfPUywuR1FUVDkPIosozcbyaUywHu/5E/lQvFQ+0PKJg9kRR2SrGDIyyR0OrKCiCkZJxUL8dqPHiC+bDnRyTMp7uyh/1Ar4fYe5p6bpWvjetb8LYuYX80586exbsdBLl86m0w2TzAaZ99Df8RpteMw62h84x1CwQz+1m7qK7ys3bqf++6+nmL3xAs0pqFxKtEUwRnEZf/0BbY9+jRb//gkpTMbyETjKIrCvJuuYedTL5BJpAAVvdWKnM6Mm3t3pJkITm2U0SFGtj+0aC0rMmZUrHIGiwD6fA5dNEyv1YEnm8R9YB+bfTYSyy5k46Eugm9vJNLVjb3Uy/LzF/Lad/6TBxcvoycY5/Kls1mzYTfb39zMrZecQ/WieaiKgpzLYbRZ8beW8ZdXtvDf/3gzRoPmS6Bx9qEpgjOMBTdfx4Kbr2PHky8Qbu3A7HbStnkHobZOdDqJRCSKrchNVhDIROPDkUSPFkDuVCqBIZPUSHWUp/BQOgbPmhUZyWJCzoM1nURUFNILF3KgJ0CqpYUdnhL8Rh3z9TbsA2EyF1zI+uffRCmrYm9zD2sf/Ab/+8Rr+Ft6mCHk2PzXV3hs/V7u+eInaBkI0LqrGYC+YBRJ0vZOaJydaE/+GUpJw2RS0RiO8lLqli7CWVGOZDLgqipDZzKSicaQFYWEcNhr4GhrBSM50S2lI1/8MkefgagUlAJAIpnGkMug6vV01jdQ4rBQG+qnVMlikrMAmKZN5RXFSvNrb2PduJ6BQIT+cIz//PljzJtUweXLZtFbWkV3TqHcIPLGlr385ZXNhGIJWrr62bavhd5A9ASvTkPj9ESbEZyhmOxW+vYfIh2N0fz2JspnT8NS4iHRG0BnNhJqbkcATKo8/J33YwY60ZDTY1/4I0NNw2HHsSFFIAEqArLOwKHicpImK8F3d2GIR6nUGZjssRNwuqmIh1nxpdtZtXQWT9z/ZzIvvEFAL2HduxtjvYcrb7yG5XMbMOivwmjQcaC1h9fX7SCRCHPXPZ/kgoXTqPC6juPqNDROfzRFcAaSz2Rx11Zx4T2fZd0vH6b57c24aipp37qTXCKJZ1IteouZXDKFgSO3i57sdYGj7RQaCiUBh7eNDpmn+k12POk4GVGitagUl5LDHo9SZLeRVVRkg4kFUyo4MGcewubtZLxObrx8CdmczCfu+TskSeJfbroKp8M27Ddgtx5Omd1QW8bN8+tpf2sDANPrK07iFWtonF5opqEziEBTG6G2Tp7+8n107dxL2cwGUuEInrpqqubPRpVlUFWiPT0oSmEmoFII4TD0Aj6ZXsVHa0Md8W/sDCFktNDqKMag5BFRGbDYEXJ5MnkFg6pgTUZ4s2QSnaWVVN1wHTZvMbfcvopv//zb/O65dXz+Bw/T1NnHJ+75FAd6wkSzeUSpYP6ScznW/uh+Il09AMy97DxW/ctXTsKVamic3miK4DSmkEzFP7z75+Dr62h6exOl117Fxr4E2x97FrPLSfu2XWx88FF0ZhPW0iLyiTRyOjtqNA7jx/o5EcZGEh0bYXSkwslSSDyTlgw4Uglc2RQCAhY5R9pmJynpMZWXsnzpXK5I9HLBiuW09IcIDwSpmj+DrY1dPPT0WhZMq2NyVQnr//f3PPrwMzz56lZkWWHXwQ5+99w67KXFGCxm4sk06WNkYwPI5WUOtPachF9CQ2NioymC05hkIMTaHz9AvC9AOhpj3seuYeEt1+OeUkfXtp2EWtpJBEJk8jKZfB5JFEn0BoDRMwCJkxtVtMfqZG9RJTC+cokaTCR1hmE5VAoPolHJU5EM48ylEIC0KOF3l9PuKCavN9Adz7AhLTFzSiVyTx+bX9+EY/tWfvpvv+bR7/+SGgOYjHq27mtl7bOvs0iOccFCH2s27Obenz1OJJVhwc3XY3Y5efivb/P43zYd8zq27G3mwafXnoRfRENjYqOtEZzGWIs93PCzf0dn0LP2xw8Q6x1g/k3XMHPODLrzCaasvAT/mrVUTJ9COhIblXNgaARwtBDTJ2IasuQyKMKRY4yhNtscxRjkPJNDPcMKKa43YsplMaMOm41yOh05q5Vzm3djyufotLnpyirc9tGr+MvDT9EVTBOeP4/vfO46fv+F+7jUZeRTH7mA/Tv3UzHTx+qv3Ym1yMPUmlI6+0Jcdf7cYVluXbUMw3sEmls6ZwoLp9edwC+hoXF6cEKKwOfz3QJ8k0JssB/5/f6fjymfBzwAOIA3gbv9fv/RE8dqfGB0gw5Q0a4edCYTGx76E1VzZ9K1Yy+ZeJxsMoUgigQbWxHE8cf749nrTwRHNo0jW1A64ykV30AHymAWtDwCZlRMuQwhgw1TNn742hSVpN5ITtJhyaQRRIHp8QEOvPoWHr3IF790C/Z0iuhjT7Co2MZld9/Kpt2NbHxqDZEX19Bx6blMvfQ81GyOO66/cJQMod378NRVYx5MZXk0DHptrKRx5nPcpiGfz1cJfA84D5gHfNbn841NBvsH4PN+v7+BwjvhyEwhGieFC774GS780h1EWrvoP9hE5fyZBFs70FvMpGNxBFFAHGcEPNZuDxA2WlCOqDmanCjRaXMfU2kcLdeADthRWk+rsxgzKgIF81RZNk4WgYSoJ6kzYBSgPtRHs6cM0WhgUj6FcOAARfW1dCoSQm8ffb1BuvY346mtoGvvAR7915+gm9qA95aP0bppO89/4/u89bOHjpCtc/tu+v2N73GVGhpnByeyRnAZ8Jrf7w/6/f4E8ASweqjQ5/PVAma/379h8NRvgRuPaEXjhIj29KGqKgdefYtwZw+TLlxCzZIFLL3zVqweD6GWDjKxBGpeRh2RwrLJVUKv5cgsXSqwq6SWgOXY8XZanMVsqphKxGg5oiyp0xMzmEYpgLEJ730DHZiScVQgKYroARkB9Hr0ZjPodFg8Lu685XIuqytmysXnsfWSq6n65teZdN1K7vjanRSVeHhiZwvip27nI//1HTKJFGZJYMX588jW1uNcuoRld9/OottWjxWR5X//SSZfuPS9fl4NjbOCE1EEFUD3iONuoOoDlGucIKqqsuZ7P2bbn56m70ATJpuNqZcsZ9/zr/DSd/4Tk92KzmQo5DAWRZTcYaucXpaRVGX4BT30kk7r9AiKjD2THq/LYaaEern60BZcmeQRZfuLKtlRUsMBT/koh7GRSsGRy1CSSxfKBRFJr0MvqBz0VuFoqMdhMZLu62PHn55Bbu9gb0+QdC6PI5PiH++6j7f3tBCX9JxrE7nzhosAKF25glu/91WmVJey62A7WwJxiuprcIxj/pHzefY89wqKLB9RpqFxtnEiBtCxEQlGRhN+P+XvSVGR7biF+6B4vRMv4uSxZNr6+PPULp7DrT//F9q370Gv5jn08iukIlG6duwhm0yDCLlUBkESYXA2MLQ4Wx0LjMoNPHSjTPkc9dEBjPKxt1YKgEE5+u30pOKYc4cjm45VBkMOZM3OEpIGI7MjvagOJ2XBPnLhblwVZeByUD21joMmO2oozj+cN42yEicXSGl88V7mf/LTTFk6H4fNDDZ4fdte0pkcFy6Zxu//4y70OumoQeSifQMM7NmL7SMXY/Wcmns/EZ8pmJhyTUSZYGLKdSpkOhFF0AGcP+K4DOgaU15+jPL3JBCIoyinPmGi12unvz92yvv5IGz/7SOUzJtL5byZ45a/9Zu/EArEMFotbPvT0zgqynBVlXNg3TasZV5Cm3ci6CRQlFEmoZG/5tj9/VB4aVfGgick+4LeluHPMgLC4DrAyMQ3Q8HuXJkEEbOVtKgjozez0FdOsD+A3+KGZJIqvZ5rr1jO3NWrOPTGen768PNMWrqUebd8DJvBhK+68Ij198e4eMGM4c8AKXJ09feMHzpCMHLh179IUobkKbj3E/GZgokp10SUCSamXO8lkygKxzWAPhHT0CvApT6fz+vz+SzADcBLQ4V+v78VSPt8vuWDp24DXjyB/s4qyqZNxlFeetTyuR+9ivrli9nw4COoikLrxm0kg2HiPf1YXC4WfuKjiJKEZDaNCuA20gw09vOxSOiNtDiLxy07lgfxPm8VB4oqiBgtdIxYXE4iEtcZEVSVeb0tuMuKWXjj1bytmnlZdGHs6Wax18qk85Yw6fxCFrEpFy3jq/d+lmtuuJxH3tzBo9/9KbHeAWKJFH3BKI1vbuCdBx6he7ef57/xfTa99CY/vOPrJAZzLmhoaIzPcc8I/H5/p8/nuxd4HTAAD/j9/k0+n+8F4Nt+v38L8Angfp/P5wC2AT85GUKfDcy55rKjav5AUyvbH3+OUEc3C2+9gWhXH/lslua3N1I0uZbGNzdQMWcGciaLKsvDDltw2CQDH8x5LK3Tk9Cbxi07WjtRg5luq5PZva2kdXriBhMKhR1CFhT6DAbM+RyyTo8ul2XHC68RFI2URyNIU+vp3fkujeWlZIuKsMRjNL21icr5s5BzWWYsXUaio4m8nOe3v3yMzv4Yn77xUiSDHu/UeqZfdSllMxq4NZPGajZ+gCvV0Dj7EMZLTjIBqAOaz2bT0LFkUlWVPc+u4e1f/JZYTy+zr7sKFZVAUxvN6zaTTSQQJWnU4vCo74/4fDzOY70WBwZFxp1OHLNeThDZWDGVukgflfHQsK+CDGQRMYogq9Blc1Fh0rHHXoKiKugSCeYFOtBbjETTMm/4FlBnN7K4zc+13/9npl958XAf//nw89iDfZxT5WXBjas+4JWcOibiMwUTU66JKBNMTLk+gGmoHmh5v+1qISZOQwRBYNa1l/N3T9yP1ze14CeAQKCxhXwmDaJwVCUAR+YiHo+8INLqLD6ivNfiIGy0Etcfe5TdbXXSa3WyvNNPxaASaHSXETNaEAFJgIxa6MdmMqCLx5D0EkWTa6lzGqlePJ9WiwdnXTW+6ZPA7SFw4SXsfPIF+g8109Uf5n+feI2te1tZ+YlVtLy1kbbN776PX09DQ2MsmtvkaULjmxsINLZSNKlmeP+7nM3Rt/8gyUCYQFMznvoa5PJKxJ5ulHx2lEno/ZKW9BjlHCm9gT6Lk8poEJ2q0G5z0291kpIMlCXDVMeCw0rikLsUZzpJyGxjarAHERUVAXUwCbwAZDicYyArSOz3lCGLErIoYXY7icsqVT3thCSBF/XFrA3l0Hur2aQzUBSI8m+rFtOw8hJ+++hLfPfJdSybVUf07fXEZTOPPL+Bz3zx0xTV1wxfRyIQYuODj7Ds7z+Jyf7h7T7T0Dgd0RTBaYK91EuorZMDr75N/flL2P3MyyDAinu/hKeumtd++Asu/PLd3P/ROxD1EjlG39z3a/7ZUj6ZyeEeyuNhFncf9rxN6wyk9AZKElFCZjuE+4bNSv0WJy3OEkqSEcImC61OL/N6W0aFrtADUwdjC0UkA55B/wNHJs1Wi40Sg55ZZcU0JtPMEhRaMTJ7ro+iijK8RXbOv/VaACrqqtj+5jb8v9tMZSbGg7/4D57fvBfJ6+WdX/+RfHk5rTozN1+2GE9dzXAuAg0NjaOjKYIJTqi1g8a3NuKdOolUKMLKf/0qAEWTahBEkWQgxKG17zDlomW0bdqGxWLCWlJEqKkNOHYqyJEmorwgsqlyKr5AJ8WpwzbITpubtE5PWTKCI5cmJ0oUBw+XC8DSzgOkdXpM+Rw5UcKdTgwrnqH+N1VOpSHQTVE6jkvOElcsFGUStBWXU1rmZX5JNZNry7Hs3IvvshX0/vExLJ2HaHBL6Dv62PLHJ5m3ehW3rVpOMBQh+ebLiPU1BHfvo8hlQyeJ+JMy6f44+/72HB9ZMIV5H7vmpN4LDY0zFW2NYILTtWsfff5GiuqrKZ89DYBgczsbH3iU4sl1BJrb2LtpB79fs5nNv3ucbDwxrASGEMb8GzoXMlmRB803kqpQF+6jKBUfrpMcNBNZclmiRgsBs52E3siA2UbMYBrVvjmfY0v5ZAYsDkoSETZVTGFHSQ0ZnQEBqIv0Y88kaLW42OGpQkAlZTDh8hbh89WyrzfKU4++wKuHeinuaMFktxJxevjL/i7ebhsg2tVLLp0m3jfA/IZqlClT2efwcnDNm1zZUMZdd/0b/hzYy4rpEw30RJIMNLacsvuioXEmoc0IJjgGm5XacxdgKylmSklhH7+rpoJFt69m4FAz3bv3YzMacG3ZQjQRP2o7SZ2Bg+4yZvW3Iw2GevYXVVATGaAiHkIAKuKhUd95vX4WnlScpZ0HgcOOZnuLK2l1FOPMJDlQVMHytn2YFBlUhYwoYsznSOv0hThCqoCKSGk8TELS0+0swpxL02930+spYWXLXqx6hUbffFqyElPMEj2yxFqzl85AjqWzJvPpu65nUmUJe55bw+v/9StyV1/D7rTA33/sfKSOTgYa2/jYpQu58uZVmM0mVl++hKY1b7J9515WfOOLp+K2aGicUWgzUjptIAAAIABJREFUggnO1IuWMfPqy0hHYzz9j/cR6ewhE09Qs3geqqKQS6ZI9fVjzGbGjd8hUhixS6oyGDZCHTbbnNN5iLROP5wkBmC3t5rwYCC5pe1+5vS2jmovK0r0mR30mx30WJ0ogoAsFlJB5iQdbU4vSb2B6miABb0tGFHYU1ZHxGBmbe1M2h3FiKqKQVGY1N3KnsrJ5KJRwjt3464oo0+GT/7T3SzzVePOpHhn425e+uNfAahZPI9Ft97AQpNM+eQa9h9sZ/nnPknPoRbqfHV0B6IAmI0GZlx9KZd87XMn8U5oaJy5aDOCCU7P3gMEWtqZsfISTHYb+158lca3NlK//BySwTBNb28im0hCbnRsIJnDIR0A9HIeX7B71KKxSCHef1bSETFZiBjMWHIZDHIeBQF3JlnIFCbpaXSVIosilmyKXruLyYFu+q0O7JkUxnyWzWV15EQJTzpBr9VFyGRBRqDZXUqf1YE3GaEiEabH7iZmdaDLZXFn0ySSKVpdTsrKy9jd1sGSCjfffehZfAvnUpxS0e/ei66jg2e//j1W/eAbZBNJDr6+jnPLSzCtPJ/Nu5vYFM7ylwdfQm8ycOHCaXzl9qvQ6yQef2ULly2ZSbF74sWL0dCYSGiKYIKz88kXCLV1MPOqS5l34zXoTEYko5F37v8D1UvmY3Q6iPcNgE5CzMvDqR/HevuOzT42dDyrvx2AlM6AXpGZFO4DYHtpLZZcBlc6wb7iKlI6A3lBpDbST32oD0lVMedy9FmdrK+eRq/VRU2kH0UQEVSFjKSjzVlMaSLCOR1+VEFgV0ktGZ0BezqJXlHpt7uYk4lgbummSA89ZjeLrl3BuwfaeHbdTorcdq69dRXlXW1Eu3to6wnwWFLPDfd+lfnlbjZ3BDAYdHz13jsp+stamjsHaO0a4MGn1nL7quWE48n3zEusoaGhKYIJz/K7b0ceHO2nozFcTgdmt4OBQ62kwhGyyczgBn35iB1CR/MaHi8kRMRoIWy2MmB2UBMbwCDLRIxWTPk8iiAyq6+NJk8Z/VYnxfEQbZ5ypgS6KYuHCVps1ET7WdjdxCFPGfp8nqjBTFpvwJmKs6lyKpZsGms2jTuVoDbcR8rpJJ3PopRXsmBKKa6rVnLnRUv4r4dfYG9jF539Qcq9buS8woP3/QNQSCY/rb6C7oEIFy+ewYqqcpo7+/n3+59l+ZypVJcUseCWK/j5Y6+SSGe5e/UlJ/dmaGicoWiKYALif+VNUtNqMVfVYi32ABBoamPDQ48CAgdfX4ek15FPZ8nGDm/lHBv3e4isKNHkKmVqsHvQXHRkLV+wi6wo0ewqJWCyUx4PkNIZ8Kbi1EYHyIoSqiBw0FPOgM1NcSJKSTLCXm8NDYEOnJkUXQ4PsigioWDNpqmOBgiYbKR0BiaF+ui2uVArytnmclMZDWG36LBdfhkPb94JT73F5EeeZfU/3MqOg21Ms1bgclq5/pJFwzLqdRKf//gK1mzYTV8wSonHQVmRk3NmT2LRjHoEQaC5s5+GmlJKPEcm3dHQ0BgfbbF4ApKJxskmUsPHmx5+jNaNW2nduJ19z78KKpRMm0w6XFgcVTi8X3+kaWhoRqAIIllJR6O7jK1l9UQMZqCw+6fD7kEWBNqcxRgUmdpIP0GzlZ0ldWyqaGBHSS0Ro5mg2UbA4uD89v3M723h3K6DGHIZakM9lCZj6OU8rlSckkSUAYuTtMHE1GA3IiqyKOIvqqA8HiYSS1Jn0lNjgHarm5fWvEO4P4SUTDAQCPPIn14ilcwQ6g8ysL8Rt8PCf//+RdLZHH3BKP/1uxe471dP8bvn3iYcS7J5TxMfuXgBwuA22FQmSzCaoLOvsAOqLxglEI6xZsNu+kNRLRKphsY4aDOCCcicj141KriUxeOie88BlJyM3mIim0jRtX1PobJaCNswdCOHNPvIbGAmOcec/jYyko6D7jLaHUWosSCiLLO3uApjPkuvxUVxIkrYaKHVUYQ7neCSlp30WN0c8FRQH+5jfm8LB91lZCSJrWX16BQZayZNdTxE0GihyVPO3N5mGlJxiiIDZCWJlM6AJZtCVCBosRKTDLTnVaboRJaV21nfm2BymYcvfPXvmD2thns+9Q2q3MXMsOY5GMpgNOjZ09jBzgNtPLt2G3uaupg7tZqDrb387E9reGvbAR5+7m2mVpfytU9dzYxJlbR1B/ju/U9z2ZJZNHX2YzLoiCZS7D7UQXmxi49fee6HdzM1NE4DNEUwgTjwylvEBwJMv+4qvvJfj7LcLGBRcsR6+nFXl1O3dCFdu/aRiY72FzCM+DxSAWRFkYTBPBwl1CjnmTXQgSwIvF09nfpwD5XRAN5UHG/qEK/XziRqMDO/p4WcTo8zm8aV7WZXcRUdNhfudBx7Jkmf00vUYMGdihKw2Flf1cCM7maCJisbyyZjUFWCZhvTBjoYsDqwoeANDSAKIjOKrHTmRDrSUYSmTupKvPg6DvGj7/2KmfkE05aew2vdMSZfeTG71+3iob+8jmOgj+leJ7e9sIFkLs9P//l2egMRPA4r63ccpCcQYfWl57B1bwu5vMwVy2bzyIvvcKijj/aeABXFbgBWX7qY8pJxktRoaJzlSPfdd9//tQzj4QLuSaWyfBhRsq1WI8lk9tR39B7kM1lURUXNZvBUl+KW84CKd2o9oijQ528kGY6QDBTMHkNmIDgyJ7AKdNs9NLlK6LM4sOSzmAbTT4pAdXSAjGRgV1ktA2Y71lwGdyqOpMjMCHYPO5cJFBLdN3nKiRotyKJEp6MIcz5LTTSAMZ8jYTAxYHOSlXSkDSbiBhNZQSRotqHPKwRNFqYNdFKaitNkcxNOpugRjbTqzCyIdKP09rFXZ8Na5mVJXRk7+qI8vvZdYpEEW/xt5BWV3X9+Bm8yTB5o6uinK5pk7db99AWjuB1WNuxspLTYyTNvbCOeynDnDRdx+bmzqCr1sGTWZPY2d2I1m5hUdWT+4lPBRHmmxjIR5ZqIMsHElOu9ZBIEAYvFAPBjIPx+29VmBBOI0ulTCba0s//lN/jYD77KH774r2x44BGsxR5S4Qg2r4do78Bw/ZGKYOhGjlQG1dEAoqKws6SGsMnKrIEOShMRVKDNUUzIZKU0FsaRTZERJRRRYn5f23A7siCS0BuRVAVJkfEmIoiqSkU0iDmfw5lJMjXUU2jP6saTTrDXW44nmSA1GKpaFgQyeh0HvJXUxYIMpPMY83lUXWHd4hVrGVVzJ9EfivFuX5ynn96EIAjIooA+lWRKVRnOMi9PhpKU2OzY7VZEh40DbT309IcxGg2kMhnae8OYDDoqvG4GwjHKiwsj/7kNhYikX//UxMlVoKEx0dAWiycY01dewkVfvotQZw8X3nMnJoeNkukNyNkcSLpR24JUCtm+pGM1KAhc1LqX8kSEoMkKFMJN7C2uJGy0UJqMEDOaCZrtBE2FcM0pnZ6cIPH8lAVsqJhCm6OYhmAXzkyysC6QTVEe7UcRJZKSjnXV0wiY7WQMRsrjUVzZFBXxIGm9HlmSmBfooC4eQpRlDChkbHZ0AlTHQ1THg6hd3cyL9uK1GJAkHXpJot5lw2g1UV9TRjyVwWLSE1ZFYoLI9gMdxBJpBEFAVRSMRiNP/vcXONDagySKTK+vACCWSPPWdv8puU8aGmcS2oxggrF/zVoOvvI2+XiU4unT0BkN9O8/iJzJEmxsxWAthH8YawpinM8A3VYXxnyOGQMdw9875CpFFUSWdxwgZjQxYLEzc6BjcF1BYm31dGoj/ZQkIxiyWRIGEymdkbU106mKBJgW6KTX5iFmMGJDoiQexpWKkxdFDKpCwOzEnU0yKdhNUTpBc3kdUZOZyngISVHw6gWUnEhxLoWlpIIuvZmubI72pIJJJ5DP5nAkkyxYdTHBPfuIBlPUlhfjslv50i2X84PfPEdr9wA2q4mbVpzD7qZOmtr7ae0KsGT2ZGZOrir8li3dbNrVxPnzfafwjmlonP4ctyLw+Xw1wB+AEsAPfMLv98fH1KkFdgNDge17/X7/Fcfb55lOLp1h15Mv0PLOVipn+9j6yFOkI3FESRw0/Ktk44Wf+GjhpMeyqKfpiHOqKOALdNHs8lKeiFAZC5HUG9EpMpvKp2DPpSlOxpAlCQWRGQOduNNxFEGgOtSLNZtiajbFvqJK9lRO4vKmd9lbVI09myRssaPPZqhMy+zzVrJHMlAkyDSEenmzuBZHNo0hESOj02OaN5dS3yTadjdxXo0B294mFL2FbquZzlSarr++SlxnRmeQsAPXXDCPZ9Zu53M3Xcqexk7e2XGIeCrDjMmVbNvfwt0fuxSX3UKFt2AWWjyznsUz60/yXdLQOPM4kRnBL4Bf+P3+P/l8vm8B3wK+PqbOIuARv99/1wn0c1Yg5/NsfPAR3LWF0axeL6LIMnk5Tz6SHKx12C40FExu7Myg1+rEkUlizo8fWkEA5g2uAxx0lyGoKkGTDVmAbpsbWRCY19OKXpHpV1SmBjvQqyoiKusrG5AFkcrOGEHJSKO7jPJIgFaHl5rYAFGdkaJ0EiGXJSEAuRwDDi+ZbJJ+ZwU2ERqMKgcyWYxGM82BKBte3YoowNMRA1nBipAHs1FH1mAkk83gK/dgtll4d38r3/nlk9RWelm9YjHVpUXMu7GW/nCMqy+aQzyWpbLEjaqqdPaFqCxxn/ybpKFxhnJcawQ+n08PXAA8MXjqt8CN41RdDMzy+Xzv+ny+13w+3+zjkvIMZtNv/0znu3vw/+1N2ja9y9K7bmP1L36Au7KcvrZOmvQWBN34qwAjFcDQrKDP4hy29QO0Ooo54C474nspSU9OlLBl08waaCdksmOQ83iTURRBxCDnmRHoxKAqKIMRS+f0tWDOFaKcxs0WquJBZg50UBkP0eIoptVTRs7moLO0im3V00iabVzctpciRUExGjBl0uxSTfTZXYTyCglBhwzkVEiks+RUyKoQiadQAaPBSH8sRc9AGAQQRIEbV5zDOTMn8cBTa/mfP7xIMJogEksNv/j9Ld189/5nyB4jZ7OGhsZojndGUAxE/X7/0P+2bqBqnHppCuaj/wWuBJ72+XzT/X7/+9qTVVT04eWa9XpPfYTKjX94Ct8ly3BVlA6fq2yopaK+DJJRAoeaWf+TX+N/bT2xTB69LFOn5sgJIgLy8HeGQkmMZxKa3T86KY0zkyQvjlYkBz3lhEwWLNnCbUhLOrrtbqYGupBUhU67h6jRwvzuRsIGE85MirwoEtMZmd3XytrqGSiCQB4Vk81Fm7uUukgfGUnPDnsRUyJ9lBe58OtdHBJUEqpKVoE+g4W0qENVRXKSRD592MvXIAlk5cMznkw2j81qYiAcRxShxONg0cx6Hn3pHZbNn8zMKZX0h6K4nRYWjjD/eL0+Zk2rwu2wHscdOrl8GM/U8TAR5ZqIMsHElOtUyPSeisDn890I/P9jTh/kyLA2R4TD9/v99404fMHn830fmA7seD/CBQJxFOXUOxKM9OI9lXQ3d+Fo6yOntwyfq1xW8HJ1NfgItHex/qHH8U6uozsYwmm3k4knIJ9H5Eiv4feDK5M84lxlLEifxYE7E0JEpdvmRlQUeq0uShMRHJkkRakoa2tnEDFZWXlgKx2OIsImK353OUXJKD02J90OLwGLHWs+R5/FSa/NRXUsQIurGHsyjd2cYkBvIieI6ESJHCqiAOZMiqJskk6Hi6FHMCurGHU6BBGyuTwmo56F0+uo8nrY1diO225l3tQa7GYzv3nyLW6/9nwaasvIZHNs2tVIfdlo/4AP434eiw/rmfqgTES5JqJMMDHlei+ZRFE4rgH0e5qG/H7/436/v2rkP+BywOnz+YaGmuVA19jv+ny+L/h8vqIRpwTgrI0LvPzu24n3DZDP5tj915dZ96vfDZeZPS7KZvgQdRKiwYAzHIR4DDGfR+LwekCP1Um73fO+lcF49XYXVxEyWobbrI30c2nLbhyZFLu8VURNFpzpJLp8HlWFoNnOQU85WZ2BnMFIRpQIGa0gQE7Uk5UkWlylGOQcCYOZtKhHdrqZVlWMIunJiyJpSYci6QvXlk9TIyqUZ9OYBRAFMOhEGupKqS4rwmYxYTLoWTpnCh+9bCHBSJI7b7iIRTMnccd1F9IViPCDh57FZjYSjCS4/4k3NFOQhsYJcFxrBH6/Pwe8Bdw0eOp24MVxql4I3AHg8/kupLDlff/x9HkmoCgKu595mX5/IzXnzGfKhUsB6N61nxe+9R9079mHqNPR0jNQmF6phxeFh/4Onj4CWRDISKMneO32IraVTTqiblkiQlU8iD2TYndxJe9UNSCi4knHqIoFKY0GeXnKfCzZNAZZRgVsuTQz+9sojgYJWOzY5CzOZBxJVXClkxjkHIKqoggqlnwWJRZhTXeMWknB47SjE0EY1Dx5l5v9egvtBhuqTodOEily2vnCzZdTXuzA47Qyc3IVubxMIBLH67YhALOmVDF9UgVTqkq4fdV5iKKIr66cX9/3aQx6bSe0hsbxciL/ez4HPOzz+b4JtAE3A/h8vruBCr/f/23gS8BvfT7f7UAKuNnv94+XUfGswex20b5tJ74VF1A6fSoAgaZWwu1dhZdkKo2YKCyWyhzW1AoFRVCWiIzbbrOrlKjBxILeluFzZYkw1tzoaJuHXKWUJKO40wkOespocpbgTcVQgNJEBHMuS06SqA33kRVF5vU0Ycum6LW6EVWFkkSMHrsHBHAkohSn4zSEeuh0FpPRG0FVEBAw5zMgiHTqjAjZHFI6g2IwoNdLCHoDgXxBraVzeUwGHfF0hp/96RX2NnXisJjIePJEEmme/N0zNPbG+dEjf+P2Vcu5/pJF/OBLN426pqHIoxoaGsfHcSsCv9/fClw0zvlfjfjcCaw43j7ONEIt7ci5HKlwlE0PP86Cm66laFItTes2s/eNDajZPDqDDiWbQwJiog6bkh81GxiPhN6IoCrMHHQaG0KvyHjScfYXVWDNZvAmI+worcWWSWFQ8rhTCWb2tzMj2DW8DbXFVoReUJjd18buokreLa9nScs+PnJwC4KcY2v5lEJNVaA+HkKnyPSbHQwZr0z5HGmDiYDNiR7IZHLkJQl0Oiy5LHlBIJjOoaNgI1QBh9XEx69cysZdjVR63ej0Ej0DEbbtXUuJVU9DTRl/d+35zJhcCVAISR2IUlNexHvR0lUIyVFXUfzBbpaGxlmENp/+EEmGIrhrKnFWltF/oJlwRw+/ufEzRHuD6EXIiwJyNkdM1GNQ5WEl8F5kJB1pnQFJKez4qYwFh8viehMKAo5MEpOcxyDn0SkyFfEwdZF+1lVPoyYWwJrLkAamRHoxyTlyCEwK9dJnc5E0mXHEUkQtdgJmG5Ks4MnEkSWJAauDAZuLsmiAhN6ASVHJ6PSIgF6Qyasw2WEknszSmxcRVbDpRaz5HL15FZcksPK8efQFo3z6ugtYPq+Bf/7JY0iiSDqTpbTUw+0fuYBrL1owfE1vbN7Hlr3NfPPOj7znb7N+x0FQVU0RaGgcA00RfIhUL5xD9cI5PPeN79OxbRdb/vAXIp19ZBUFA4e3hbqUD7ae7kkn8KQTBE1WOu0eKmLB4RlE0GSmx+ZiWqCwlr+08yDudJyI0cKOklpm9baSEyW2l9Yxq78NvZwjrjfQZnGBKJGTdLS6S0kaTGR0ehJGM/Z8BklVaHKXYs5kWNG5H10sRpfDQ2tRBTpBwKDKFMciBExWSslTWe7GqTNQkoyxrS9Jvc2AN5Fmn2igLxjhM9dfxNyGGu7+7m8JxRL85Ou3oddJ9AYiLJheN+p6r1g2m4sWT39fv80tK5d+oN9SQ+NsRFMEHzLxvgH6DzbRvXMfokGHbfECIhu3jKpzPBbvXqsTSy5DQ6CL3d5qZve3M2C2ETNYSOmNhThAikxxKoYK6BSZtE5P1GjGX1xJDpGYwUR1ZKCQlzgZpTbUTdhYyGeQE/VIikJ5LIhBzhM0WRHyMiGzjbVSHV5bgqDVTkLUUxsPgE5HVKcno9PT1xciFEnjmzeTrMXC1cVZcj292GbNZ5rNzL7/196ZR8l11Pf+c+/tfZmefZM0o70k2bJkLMtrvGMWw8GGYAOJbV5YwnksLxxIDucQwJCXvBdegBcCORDW8DBhtYmxCdjGNl5kS7ZkLdZS2kYazb709Ezv3Xd5f9zu0cxoJI3Wbpj6nDOavrdvV33vnVb9qn5V9ft19fHTJzbztR8/Sf9Igvveet1kD768UcxxHMZTWWqjITRNI+DzTrv/nsE42XyBFR2tMx+NQqE4DcoQXGD6d+2jefVytv/0EQqZLLse+i/6X5OEG+sxfF7Gt22fFj30ZAnnT0c8EMbUDeqzyckJ4t5oA7W5NLcf3oHHdjekJb0BPI5FtJDj8v7DhMwCecOLYVsMhmP0heu4bLCLiG2SNrysGBtkX+NCbBySwQjYFgWPn5BmcdPRPXTFmogHI4SLGRJOlBrNpj8Uo6gZ2IaOiU63J4Zu6MSiAUbjKaI1YeS+FItqwrz7jVfz0FNbWb6ohVfyXfzPj7ydxe3unoCxiTTBgI+Az8umHQd5+OlX+KePv3vW+9/82mGSqawyBArFWaAMwQXEtixe/NaDXP2B97D3v54m0TtAMZPBLORB00iNxnFmrH+faQROF1SuzOqS66cnWk+qlJN43dDRaeU4wJHaJoqaAZrDSCjGVb0HuGS0FwdYMTaABaQ9fkzHxutYxD1eFieG0B2LdCZEOhikN1jHSDDMUDhGMhBicSrO0bpmOuIDHKtvIu2PumtFbRs0B0fXyZs2T2/eg1UsEqfAtc0RDvYN84NHX+Cq9DA9yQSmZfDTJ17hb+5/MwDf/c9nWdRSz923X8U1ly1juzzK0y/v4eYr15xw/++4dcMJ5xQKxdxQhuAC0rdzL9d86F7qOxdSyGQJ1cUY6BsA2yHZP3jKz84lsuisOBAPRtxGP9ZEx8QIRinNmwZ4LJMdbZ2sG+hiQ+8B0KC7poFFE6MUdYPumgYS/ghD4SihYoGNvQcAyBlejsYieHQd3WNg6ga90QZ0v4+X6pqIeg28lk1S900q120LW9MpOg7oGrl8AZ9j02857Enk+NQn30hDbQ1HN71MKBjmsuYmrl23fPJWPvD2myZdQLqus/HSZdTHKh86QqH4Y0MZggvEgadfYOcvHmO8f4jU0CiJnj5sy8LK5U//YU40AifbRGbMyOXZmk7gtU2Kus7h2mb2NC5gYWKY/lgj1/ZIFiTjZHx+2tLjJPwhBqL1bnjpiVF2NXei4YBtu0tMzSLHYk3saV7EhmOS4UgtixNDGIYPv+6hgSKFXBG8ITJFEycYpKB7S8MPC9sw8BaLOD4vTWaWYU+AAl6arTyLr7mawAHJd/7lhwwsXMId7307b7nqEjzG8XVSNeHgtHubGlJ6694uMrkC169fSXGWXcXxiTSbdx7kTdevm9PzVijmMypD2QUi1t5KoK6Wse5exo71UExn5mQEpu4envozk2PRBra2LTvhvMexaclMoKERzWcpGF6GwzFSvgCabRMu5vFZFjtaOrENg5FQFMO26AnHyAOmptOZiiPi/YixQUxNoz4zQd7w4rFMYtkkq+O9BM08+4J19HtDaI6NZXhIeaY03JoODhQ9Xkx0xj1+/OiEsJnAYM+hXj73xC5eWbQSX+ciHvvNJm5/16f48P/6AU++tPu0zymTK5BK53j4qa3c/cmv84snX572/tDoOPu7ByaPX913lAd/vem05SoU8xE1IrgAPPvP3+bI5m3Ej/SQS0wQqq9jItt/2lng2TKOnYz2VJyawokB5cAdKTy/aBWXD3SxceAwDvD7Rat5rbmTyweP0JiZIOPxMRyqoaB7OFDfynA4BrZDKhAk5/HSlEowGo4xGgiTCEbpjjbgGAbPLF1HqJAl5/FhGx6KPp+ruDwy0bRSLIkp2DYZ2wZdY+3gEQ40LmDv0QEClkmzbrEjmSZZsKkJ+rjhdSuJRYPEJ9L884O/ZdXiNt5dWgL69Z88yRWrF3P1Zcsns45NpLOsWNJCTTCIZdkYpRHFqiXtrCqlrASIhgM01VVfJEmFohpQI4LzyIvfepCjL20jOz6BYztYhTyGz0t+Inl2S4E4+ccMxyGWz876nu44XNF/2A1BjWtYOsdHsNAns5K9brCLeCCChkPn+ChX9B1k6Vg/OA5es0jSF2TCFyDjC4CuY3u8OJobMCjjC+KzTHBsdMs6bgSc0vhlmrvKPfZqbryirtpmcoYHr+GhQXewTQtyWfyhAFdeuYZEMoOmaXz+Gw8TCviw7OMRSQ71DBIfT0+715pwkFuuWsNQfIJPf+3nnIzli1q4/RqVDkOhmA01IjgPjB7uZuuPHqJh2WK2/fiXXPFn72DJn1zF77/yLQb2SArp2XvuJ6PsDpqacGYwHGMoFGPtcPe0+YOEP0jSF2RhaTexBhysa6Wg69Tl/bSnEgyEogyEY1iGxpGaRigWWDoxwuqhY7SmxzhW28SRSD2O4+5S3l/fBrqObhbx2fZkw64X8/gsk1wghG1ZoFsEzAJZbwBH09zKLQt0HSw35LSt63itIqYvgGl4S4bNxgSCSzoY7R/GHwpgOjr7uwcZHk9j6DqDI+NkcwU62xrpHRrjkd9vY+mCZq6eMpk8lXUrOwgGfGf0nBUKhYsyBHMgNTxKqKEOXT8+gNr64EN4QyEuu+uNRFubWHj5Wgy/l6GDh9n2Hw+z65HfUphInaLU48yWiH6me6gmn8HS3PqLusFoKEpbKkHB8JLx+qddW5dNsrdhIYlglNpsioLhwdY1kl4/I+EYXtOkt66Z4WANawa6ONC4yN0jUDYxtgW6ge0zyNm2e17Tsb1+cr4AAIVAyB0dlCOelt1BntIz0h3KqSSKHp+7lHTy+WnYQCKZI23B2EQOj0dnbMJPQ22U7/3nc6zsbKF3eIz4hDsCGBgZRx7p53133jjrM/R5PVz5KTasAAASVUlEQVS6bLbcSAqF4nQoQzAHnv7SN1h1+42suOX6yXML1l+C4ffRt2sv9Us6MAsFfvuFLxPv6qZny6nz7pTXuHiY+7xA0CwSTI2R9vp4qX0FNfksbakEOY+PwVANjdkkDdkUA+Fadte3kQhGaEvG+emqa9Cx3aWjphtSuifWgFPKWratc43b49e0kh3QoNy4O86Uxpvjjf2MlUonzAmU70ibUkbZbWS7x15DJ6w7tNf4OWZCKBwkFPQTCQbI5IuMJTN84O03cevGS9B1jffdeSNPvbxnmjFWKBTnB2UI5sAtf/3fCdbFGJKHKOZyLFh3CYef38LRLa8yeugoqfgYGhqpgaE5lVd2+Zxq2mDcFyRayKFPuWokGEG3bUS8fzKwXLiQJRGIsL+ulRXOAAdizQyHY5i6gWxYAJqGVYpiFLQL5BwHRzfQbGvSGADgOOiWiaZpWLox+6Rv6TrXaDiznyv/dhyCxRwNmRR9kTpsrwdP0SSYzxLGYiBSj5nJMDgah7Z2TNNiZUcrLQ01fPp9bwFd486br2Db3iP88LFN+Hwe/vfH7p7T81UoFGeG6l7NgXDJLTR8sIvnv/Y9Hrz/Y0SaG3E0GD7YRXpgeM5GADhtWGmAPU0L6Y/WTTuXCESYCIRYmIzjlNwr9bk0SxKD5HWDTQuWMxiJ0ZSZwGMV3J542XfvQDIYntKrLxU6ZbWPbXjQyv6cUmOO4+4rmNnwe8wCtROjADSmEiwe6SOQz+IrZMGx8doWSxLD+C0T29DRLYuGTBIvMBCpB6AnZzMcrWXDJUvx+Xw8/uIuBkYTrF66gHfettF9VrpGc0MN9aUcxPu6+sgV5m2SO4XigqBGBHPk0HMvMd7TT5NYxpbv/YTRIz0kjvZin0GjNHUS+HRc2XcIj+OumDE1nbFAmCWJQXIeHw6wo6WTtO6hNp9BjPTwm6WXMxYMU5vL0pYepzk9zivty8Gxj7tmyu6Z8r+OjWZZOF7Xh685Nqau47FMTMNDJJ+hoBvUZ5IM1NSDA23JOBlvgKLHQzYYxrBM0r4AfrPAtcf2UZfLsGXRSkYDIfY0LXLzUGo6NpBqbiGdK+D3GoRDAdoaYixoqaejpZ7hsSQ3X7mKvqEE9376m3z83jdw31uuZ73oJJXJMzruzrf8+DcvccvGNdxwxSp+t2U3xaLFvXdeN/c/pEKhOAFlCOZAKj7G8P7DJIdH2f/U8+QzGbJdKexTbBArL3qcmXB+riEjykYAYCgcozdaz0ghykAoxqLkKMvHBhgORBkLhjgWa8L0GOiOm0Mg6fXhNU2i+QxpX9CdIfB4ShO2pQzIHg84Do7XmBTm4I4gzNKoIOUPEcznSISi+EyTYDFHazJBR3yA0Zo6djd1kPH5sXSDhnSSVxatZCIQdgubxa2UzptEwwH+9LaNdA/E8XkMPvyu23hVdvPE5t1kc0UO9w3T0VbPy691ce8d16FpGrFIEKc0IvnMB++c3CsQi4QwTWuOT1ShUJyMczYEQoi/Aywp5QOzvOcDvgNswE1V+R4pZVXnLH7mK/9G58bLWXLdlbzwjR9gFoo89cWv49g2vlDI3RMwR84mkuhgqAZL02lPJybPtafGaE+N8UrrUurzGXQHt3HXNDTbYcLjZ81AF72xRoZCUSzdwArqeG0Tw7aIZNOErCJJf5C0PwiOTW0uTdAsMBSuwWNZ5H2B41aqPEdg2xQM3c06FghT8Pp4NVTDq+1L3Z3DkzeqsXPRimn3oXPcGE59HkvaWti27yhvuPYyBkYSmJbD4rZGPnzPrVyzbgUvvHqABU11TGSO75FYu2LR5GtjSgiKDWuWoFAozp2zNgRCiBjwZdxcxV88yWUfA9JSytVCiBuA7wNXn22dF4POjZfTsmYlx7buZPcjj5MeS2AXTXCckxqBImBwPLHMWQWLK2HqbkC32Vg/2IXuOOjAYCDChNdH2CzQkEsRyaZoy2Y4WtdEMJelOZXg+cWX0JxMUJ9PE7AK7Ap04CkWML0+Ev4g4/4AoJE3vLPWh65j6X7SXv/xiWAA7fgoYvJOLfP4aiNcI+A1dPw+L+96w0Ze2HGQ0USKY0OjpHN5OtuayBbyjCaSLGypp6OtgXDAz3rRwf7uAQxdZyyZmZwbUCgUF45zGRG8DTgAfOkU19wBfBZASvmsEKJJCNEhpew+h3rPGDNfYMfPf8Xau96MLxQ85bVLrruSQ89tZuxoD5qhU0hnXT+3NXvf3gFyuoeQbU4mmD+XVOoLUmMnfc/jOJNJ7cNmgeZskvb0OCYau5o7OVzXys2Hd7C1bSmvti4h7fMTKuQZqqml6CkFg7OtySWiJx2tTHXrlA3AqVYQgTtCmLZXAMAhk83zzFZJc12UVDrH9etXcLhvhMdf3Em+YLJl12HefP06btqwmv1HB/AYOi0NNfTGxxibSCtDoFBcBM4lef0PAIQQD5zisnagf8pxP7AQuKiGwCoWSQ6NYuYLmPkC2378S+o7FrDmjtsmr9n6o4fJJMbpem4zwdoYuVSa/t0SBw2smU4OtzEuuz8itnlOowCY3YXkAOPeAGgadYUsg6EaemoaGAlGWRYfIOP1k/QG2Nu0kIzHzUL26PLX4Rg6dsnfn/EH3DAQdmmy2DjDP/lUAzBz2ejUO56xvl/DfWztzXXEx9Oks3k+8q7buGrtctLZPN0Do2x57RDLF7ZwwxWrWNnZSjZXwOf1THP/KBSKC89pWwUhxDuBr8w4vU9Kedts18+g7C0po3Gi6/ikNDRE5nrpqWmK8s5/+AQAr/zkVwzufI0jz77I9X/+VgyP+wh6Nr9MvLufWFsTnoCXkf39FDNZJrfHTmHqDRzfK3v+SGkGu1s6qc8l0dA5FGvEcKAnUovu2GiGQV+kbspSUPu4z77sVZpstDVsr3Hi5rAzZbLnP/1OAz4Dy3KIRUME/F7qa0K0NdexanEbR/pGWb2kjbfdegWXrViI1zv96/aX99x89npm0NRUfQHlqlETVKeuatQE1anrQmg6rSGQUv4M+NlZlt8DtAGHSsetQN9cPzw6msKepSGe02cPdxNtacQXDk0733Hzjeg19fz6s//I9ic307p6Bakjh+k/cJRQXS01HYsY3HuAYtGa1Qic6eqfuWABWd1g1B/hQGM7x+pbplSkTXPB2FPdMWW02ecUTujNn4qZM9szA8eV6ljYXEc44OO/3XUTv3lhB3fffjW1kSDXrV/Otx9+llQ2xyfve/MJxScSswfIOx80NUUZHp77JP7FoBo1QXXqqkZNUJ26TqdJ17Wz6kBf6OWjvwbuA54XQlwP5C7W/MDWHz1EoCbKn3z0L9A0jQPPbMIfCdOxYR11He34wmGe/j//Cg54PBp923fjoNGzbSfZ0cQpyz5XI2BRdvsEGQlFOdjQzlC0jg19B8n5g0yGZ5iscI4N+mxG4qTXwbRKZhoBffbZjtqaEB//szdy85Vr2NfVh2ma3LhhFQAfeuctp69boVBUHefdGSuE+JAQ4gulw38B/EKI3cBXgXvPd32z8exXv0394oUM7D3Avt8+g+M4FNNZzGyOoX0HeeivPst4Tz+3fuojjB3tYXxgGMe0wDRPawTOBgfXnZQHcrj5AiZ8QV5r7mBTx2qGorXgOLzStszNCzC5+YsT4/pMFjrLeW3G+zN/pn1uatyg0u7hUshnzTbRpxTWUh/lrTeswzA00rkCKzpb8fs8fOK+N/GWGy4/q2eiUCiqh3MeEczcPyCl/MaU1zng/nOt40zp2rQVr99HpK2J5776Hfb/7jnG+waZ6B0k0tqEpmnkUil+8bHPkBwepXB4blFCT8UJnpXS7wzQH2ukoBmMhmMECjn8ts3+umZy3gAex8a09RMDuk2dmJ3VHXQ8pk9557BmWTi6DpaFpoFP0wgUcoz7Q+4gw7ZxDA8+Q6dguQ2/z6ejYRCNBKmPRbjn9o2sWbqA+lgE07J5cecB3nfnjRwbjJPOFfnU++5g2cJmALWiR6H4I+GPcmdx/Eg3Vr7IqgWtrLnjVl792aPohoEn6Kd5+WLk478nPThCenBkTuXNdZaivHx0KtlAhAN1rYyGYug4XNl7kC0LVmAaBvXpcWK5NIcaFmBYRcL5LCEzz0BN05TKZwR5K7+2LXyWiY1GXT4F6MQck+5IHbpmc9u16/jo3bfy+KadLFvZSaQmzLVrV/D89v28/upLcRyHXL542hj+60UHAMsWNvPNT7+Xzo7GqvObKhSKc+OP0hDc9x//Sj6VoX3tagDW3vUmDI+HSHMjAFf8+dvZ8v8eYu9jTxCsq2Wsu4diMn3S8qbmCyjiNvYpNDyGh8FglDovNKUmOBKsIeEPszw7Tq1ZIBcK0ev4WTY2RMCxiCXi9IZquOrYHhxbI+JYbG/toCEZZ2VylEIoQrKhgebBbi5d1ES8sYXQwABLNqzF6O3BEw3jaWrCGBnh9o/eT+I1yXj/ENGWRppXLKF97Woef3EX4aCfa9etQNM0Ll0npt3L66++FABN0844kUso6D/9RQqF4g8OzTmZD7qyLAa6zmXV0FywLQvdMGioDzEaP7MsYnMq37bRNA1tiltnal7dU1GNKxagOnUpTXOnGnVVoyaoTl1nsGpoCXBkruX+UY4I5opuGNN+n/fyZ1m3rzZLKRSKakO1SgqFQjHPUYZAoVAo5jnKECgUCsU8RxkChUKhmOcoQ6BQKBTzHGUIFAqFYp5TrctHDXDXxF4sLmZdc6UaNUF16lKa5k416qpGTVCduk6lacp7Z7Qmvlo3lF0PPFdpEQqFQvEHyp8Az8/14mo1BH7gStyMZlaFtSgUCsUfCgZuDpiXcQMez4lqNQQKhUKhuEioyWKFQqGY5yhDoFAoFPMcZQgUCoVinqMMgUKhUMxzlCFQKBSKeY4yBAqFQjHPUYZAoVAo5jnVGmLioiKEuA74CuADRoG/kFIerawqFyHE3wGWlPKBCut4D/C3gBf4v1LKr1dSTxkhRA2wCXiLlPJIheUAIIT4HHB36fAxKeXfVFIPgBDiC8Cf4qbf/o6U8ssVljSJEOKfgEYp5XsrrQVACPE00IybohzgL6WUmysoCSHEW4HPAWHgcSnl/zif5asRgcuDwPullOtLr79aYT0IIWJCiO8An6gCLQuAv8cN/bEe+KAQYk1lVYEQ4ircbfQrK62ljBDiNuB24HLcZ3WFEOKuCmu6EbgFuAzYAHxUCCEqqamMEOJW4P5K6ygjhNBwv0/rpJTrSz+VNgJLgW8Ad+L+DV8nhHjT+axj3hsCIYQf+Fsp5c7SqZ1ARwUllXkbcAD4UqWFALcBT0kp41LKNPBz3N5lpfkA8GGgr9JCptAPfEJKWZBSFoG9VPj7JKX8PXCzlNLE7el6gHQlNQEIIepxOxj/UGktUygbyMeFEDuEEB+pqBqXu4CfSCl7St+pe4DzapzmvWtISpkHfggghNCBB4BfVlITgJTyBwBCiAcqLAWgHbeBK9MPbKyQlkmklO8HqJLOLQBSyt3l10KIFbguousqp8hFSlkUQnwe+CTwM6C3wpIAvgl8GlhUaSFTqAN+B3wU1w36jBBCSimfqKCm5UBBCPEIbqfiUeAz57OCeWUIhBDvxJ0LmMo+KeVtQggf8O+4z+Si9VBOpeliaZgDOq5vuYwG2BXS8geBEOIS4DHgr6WUByqtB0BK+TkhxD8Cv8IdTf1bpbQIId4PHJNS/k4I8d5K6ZiJlPJF4MXycck9+2agkobAA9wA3ASkgEdw3WnfP58VzBuklD/D7Q1NQwgRwX24o8DbSsOvimqqMnpww9qWaaW63DFVRWnxwS+Av5JS/rgK9KwCAlLK7VLKjBDiIVxfcyW5B2gTQmwH6oGIEOIrUsqPV1KUEOJ6wC+l/F3plMbxSeNKMQA8KaUcBhBCPIw7Iv/++apgXhmCU/BD4CDwISml6umeyJPAA0KIJlzf8juAD1ZWUnUihFiE61q8R0r5VKX1lFgKfL7UyDm480/fraQgKeXry69LI4KbKm0EStQCXxBCXIvrGrof+FBlJfEo8O9CiFogCbyJ8+y+VpPFQlyO+x/jOmCbEGK7EOLXFZZVVUgpe3F9uU8D24EfSSm3VFZV1fJJIAB8ufRd2i6EqGhDIqX8Na6b6lVgK7CpGkYq1YiU8lGmP6vvltxFldS0Gfgi7gq5PcBR4Hvnsw6Vj0ChUCjmOfN+RKBQKBTzHWUIFAqFYp6jDIFCoVDMc5QhUCgUinmOMgQKhUIxz1GGQKFQKOY5yhAoFArFPEcZAoVCoZjn/H+gTuilnD2olgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data1['wind_speed'], data1['power'], c=data1['frozen'], s=0.1, cmap='RdBu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x173ffad0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data2['wind_speed'], data2['power'], c=data2['frozen'], cmap='RdBu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0xb7a3e70>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data1['pitch1_angle'], data1['power'], c=data1['frozen'], s=0.1, cmap='RdBu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0xb7c7210>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data1['pitch1_speed'], data1['power'], c=data1['frozen'], s=0.1, cmap='RdBu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'pitch1_ng5_DC-power')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(2, 3, 1)\n",
    "plt.scatter(data1['wind_speed'], data1['power'], c=data1['frozen'], s=0.2, cmap='RdBu')\n",
    "plt.title('wind_speed-power')\n",
    "plt.subplot(2, 3, 2)\n",
    "plt.scatter(data1['pitch1_angle'], data1['power'], c=data1['frozen'], s=0.2, cmap='RdBu')\n",
    "plt.title('pitch1_angle-power')\n",
    "plt.subplot(2, 3, 3)\n",
    "plt.scatter(data1['pitch1_speed'], data1['power'], c=data1['frozen'], s=0.2, cmap='RdBu')\n",
    "plt.title('pitch1_speed-power')\n",
    "plt.subplot(2, 3, 4)\n",
    "plt.scatter(data1['yaw_speed'], data1['power'], c=data1['frozen'], s=0.2, cmap='RdBu')\n",
    "plt.title('yaw_speed-power')\n",
    "plt.subplot(2, 3, 5)\n",
    "plt.scatter(data1['environment_tmp'], data1['power'], c=data1['frozen'], s=0.2, cmap='RdBu')\n",
    "plt.title('environment_tmp-power')\n",
    "plt.subplot(2, 3, 6)\n",
    "plt.scatter(data1['pitch1_ng5_DC'], data1['power'], c=data1['frozen'], s=0.2, cmap='RdBu')\n",
    "plt.title('pitch1_ng5_DC-power')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0xf3f5290>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data1['generator_speed'], data1['power'], c=data1['frozen'], cmap='RdBu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0xa7c2590>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data2[data2['frozen']==0]['generator_speed'], data2[data2['frozen']==0]['power'], s=0.1, cmap='RdBu')\n",
    "plt.scatter(data2[data2['frozen']==1]['generator_speed'], data2[data2['frozen']==1]['power'], s=0.1, cmap='RdBu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0xd0b6970>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data2['yaw_speed'], data2['power'], c=data2['frozen'], cmap='RdBu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0xd6e6cf0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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U83+89SH2LV9b52/sFaUYFFL+3VdskZ+yJJ3VF1mWKdnybwoPo93gsvsXBKE+En0EIcCeleN3pTHFaMBURifyse272L9iXYNLAgCOvHzMkeV/GwBo3q0T6kXnFRvRZbRaaNG9M+3OO7u6QxSEOkEkghDQccg5GANUGy3r5nR8x79+C9o1CLrOJ+dfxdwX3y6z/tLprv7i/7j+0/+ROKAXLXt3Y9h/H+OWn8cjyw3071Fo8KrUNKSq6ovANYU//q5p2pMl9vcEJgJRwBLgHk3TyjdgvgFp0aMzTdoncXzbrqLhisYwK32uv6LMujaN2yRCoA51WUYxKPV6XWOPw8maSVOJiGvMOfffVq5zZFnmzJuvpN2Ii4IcnSDUDZV+BFJVdShwEdAL6An0UVX1ihKHfQfcr2laR0AC7qzs9eqr3BOpfDhoFGm79+P1eJBkGdlgYMRLjzPyVd9RRCUl9OpKkw5tUEy+6+jKioLX60WqZ/MFSnLZ7Cz7dFJthyEIdVZV3oWPAo9pmubUNM0F7ACKejVVVW0NWDVNOznnfxLgf+mtBuyP/71H7olUnIXrFOteL16Ph/U/zizXGrknaxZ1HjnEZ0lGr8uF7vaArvsteV2f5KVlVKh5SBCEU6plHoGqqh2AZcBATdP+Ldx2FvCWpmmDCn9uD8wpfDsoSxKwr8qB1QGPxHbHlpnts102KLyXuQVzgDIV/nx/zzMsHf+jT2kEY5gFt91ZfGTSyXkE9aiTObxRDDdOeINeo4eXfbAg1G81O49AVdUuwO/AEyeTQCEZOP2OJAEVemRrCBPK5EALo0sSaen5GPMDVxAtGZvd4cbf35ZPEqBgaGpMqxak7tkfuI+hjslLz+TLGx7ijlmTSTitnpM/DXnSUXUI5fhCOTaosQllFTuvKhdVVXUgsBD4j6Zpk0vsTgaan/ZzPHCkKterj3qNGYXBbC62TTYY6HD+QIwWc4Cz/Os+eqTfekP+5ijobg+p/+6rN0ngJLfdwdIK9hc4cvPZu3Q1RzZvFyudCQ1Spd8IVFVtBcwErtU0bVHJ/ZqmHVBV1a6q6kBN05YBNwFzKx9q/XTBE/dxaN1mjmzaDrqOJMtENW/K5e+9VOHPaj2gN32uv4J138/A7XQiKwqSJON2Bl7kpj7KOJBc6v4jm7ezfdcupPAoso8e54+X3kU2GNC9HiKbxnHzlM9p1KZ8NZsEoT6oStPQ44AFeFdVi2qvfA5cBrygadpa4AZggqqqUcB64MMqXK9eMlot3D7za5LXb+H49l3Etm5Jm0H9KzWmXZIkLn7taXpddzm7/lyC0WKh66hhzHzkRfb8sxLdU/87UyVZps3Afn73eVwupox9tGDNAl0HSfJZzCf9QDKTrrmLR1bPKVdnvSDUB6LoXBlCob0xPyOLJR9MYPvvCzGFh3Hm7dfR+4bRNGsWXa7Yso+d4IOzLvUptFYfWaIieXDZLCKbNfHZt3z8dyx49QOfm39JpvAwbp02IWCl15oQCr93pQnl+EI5NhBF54RKcOTm89mF15Jz7ETRxLA5z/8fh9Zt5q7v3yv1XF3XObR2E8nrtxCVEE/qrr01EXKtsTaOZdyCn/wmAYC1304rMwlAwVuFLTOrusMThJAlEkGI2zD1V/JS0orNDnbl29k8fQ6przwKETF+z3M7XXx3wzgOrtmI1+2u12PsJVmmx9WX0mZQX359/CV0r07v6y6ny2UXFWti85anKisFTUi1+TYgCDVNJIIQt/efVX6fYmWjgf1rNtH6/HP9nrf8i285sGp9vZonEIjBbOL4do1tv83HVTgx78Cq9WyfvYBrJrxV1Nbf7YoRLP3461IXuDeGWbjgiXFYY6JrJHZBCAUiEYS42NYJyAYD3pI19HWdmIT4gOet/+GXBpEEoKDExNEtO4tvy7ehLVhC8rrNRauJDRo3lh1zFpFx8DDOvHwMFjOSLNP3pis5smk7YY1iOfOO62k7qH9tfA1BqDUiEYS4AbeOYc2kn4olAklRiGrelHZn9yE1NdfveXqABdkbErfdwZ4lK4sSgTkijHsXTGXH3EUc27AZc5Mm9LrmMpy5+exdugpzVAQte3er5agFoeaJRBDiGrVpxQ3ffMj0B57DnpWN1+sloUcXrj2tycOf7leO5J8PvyrfamX1gST5zJUwmE0+TTyK0UjXy4Zx/u1XceJENvP++zarv56KJElIioIkSdwy9XOxJrHQoIhEUAe0O/csnti0gIz9yRjDrAFHxZxu0LixrPt+BjnHUmogwtrlt+kMQJLoOmpYwPN2L17Gmsk/+zShfXfj/Ty5dTFKoPIfglDPiJU46ghJkmjUplW5kgAUNIOM+N9TGCpYpqKuadKhDZKfyXeK0cgN33xIeOPYgOeu/XZ6Uefy6TxOFwdXb6jWOAUhlIlEUIetmTKLDweN4pV2Z/HVFWNJ3rC12P4zRlxAWGx0vV3BLKFnV4wWMx6n7yggSZbKbN5xOwJ0pksSHkcDaVITBEQiCDm6rnN40zZ2zFtM9rETAY9bMeF7vr39KVJ27cWRk8u+ZWv46vLbOLJ5e9ExBpORO2d/S+sBvZGNBiSD4rcoXV3UuF0SN0/9nOyj/v+OJFkmdff+UmdTdx890u8SoV6Ph8QBvaotVkEIdSIRhJCc46l8ct6VfDXqNqaPe5r3+o1g9tOv+VTE9LhcLPy/j4sWsznJZbOz4LWPin7WdZ3M5COoQwdz2VsvcPMPnxZ0qtYDBpORsNjogqd+P9/JbXfwxcgbeE0dxNQ7H8eRm+dzTNfLh9N6QO+ihewVowGDxczoD/+HKcAa0oJQH4nesBAy9c7HSfl3X7GOz/U/ziShRxd6jRlVtC33RBpel/+ln49u2YHX62X5p5NZ8MZHRTOSDVYLikGhYFmIui8vLZ2jWzXOeWAse/9ZVZAUT0uYuq6jF373HfMWY8vM5tafxxf7DEmWGXTfLexs15rsYynEdWxL7zGjaJRUvsqjXo+HzTPmsGHKryBJ9L7ucrpdMaJSBQMFoTaJRBAico6nkrxhi8/oF1e+jRUTviuWCMIaxQSsmx+TmMC8F95i1ddTiiULt82OG+pLHiA3JZ0vL7sFt9NJdIt4MpKPFCzL6YfH4WTP3yt4q8dQLnrhEXpceTHZJ1L5aNBVZB89UbBegyRhy8jk3IfuKNf1dV1nyu2PsvuvFUUdzofWbmLn3MVcO/HtavueglATxKNLiHDm5SEr/heZt2cXnzRmtFrod/PVmMIsPtsH3nszayb/HPCNQZLqyT+5ruPIzcPjdJG+/1DAJHC67KPHmfHgcyz//Fu+vf0p0vcn48zLx2Wz48q3cWjtZha9/Vm5Ln9w1YZiSQBOm828fkulv5Yg1IZ6cleo+2KTWvltl1aMRs4YcYHP9mH/fYzzxt2C0WpFMRmJaNqEUe/+l5iWLVBMxoDXUYyB9zUEXpebuS+8yZY5i3zevtwOBxt+nFmuz9m7bLXfGlAep5O9S1dVS6yCUFNE01CIkGWZ0R/+jym3P4bb6UL3eDBaLVhjYxjsp7lCMRgY/ebTnP3w3Thy8rDERCHLMrknUgtWJAsgplULUvfur3dLVFZYgO9f3pnYYTHRGC1mn2SgmEyExfqvCCsIoUq8EYSQjkMHc8+fU+l381W0v2AgFzw1jgeWzCh1UpRiNBLWKKaog9LjdhPRpJHfY41WC1d//n8k9usZlPjrEn+T0GSDQqfh55fr/K6XD/c7WkmSJLpcdlGV4xOEmlTlN4LCZSiXA5domra/xL4XgbFARuGmCZqmfVLVa9ZnTTu25dL/e65S5zpy8/j8ouvITU332Xfyxjf3xbdEGzZgtJjRvTpIBcNuTWFWLDFRXPTcI+U6P7xxLDd9/wk/jn0Er8uNDhhMJq6b9B7W6KjgBi8I1axKiUBV1QHABKBjgEP6AmM0TVtRlesI5bNh6iwcObngZxEa3evFZbOzf9maWois5lhiorBnZpd5nO71Mu6vGeyYt4jU3ftp2asr3UePLJpTUB5tBvbjqW1/cXj9VpAgoVdXUZ9IqJOq+lt7JzAO+DbA/r7AM6qqtgaWAI9rmlb2WoFCpRzesKVcSzHWV42SWtHmnAGs+3aa/wMkCcVkRELixon/R+O2iQy679YqXVMxGEjsL5rahLqtSn0EmqbdoWnaP/72qaoaAWwAngB6AzHA81W5nlC6pp3a1/sic6WJatGM8EaBO2plg0Lva0fx8KrZDLjh8oDH6bpO+v5DZCYfDUaYghBypEATkypCVdX9wHkl+whKHNML+ErTtPIUcUkC9lU5sDrO7XSy+sdZOPPy6X/D5YSVaHvOyyhYYD08tqDmfm5qOs93OA9bVo5Pbf6GIiKuEbkpvn0kJ/W/8QrGfvtewP3712xi4rX3k3UsBXSduA5J3PXzp8Sr7YIRriAESxtgf3kPDlqDpqqqicBQTdO+KtwkARUq6ZiWlou3loc5xsVFkpKSU+PX3fzLXKbd+5+CWa/AlHEvcM6Dt3PRcw+Tumc/0+57mmNbNXRdxxwRjq57sURF0qRDW07s3F3QV9AAlZYEAJwON9rq7WTv+RfCo0gc0LtoxFVeWgbvXXB9sbpER7fu4q1BV/P4hj8xmE1Bjf10tfV7V16hHF8oxwbBjU+WJRo3jqjwecHs2bIBb6qqupiCzDQO+CWI16s37Nk5/HzPUz5P9f98+CVJZ/dj+rinsaVnFpWZsGUWvBnYs3LIPHSkxuOtKxSziZwTKXw0+AoUkwFd14lo0phbp03AmZfPtt/+xFNihrKu67jsdrT5f9Pl0gtrKXJBCK5qTwSqqs4BXtA0ba2qqncDvwEmYCnwTnVfrz5a8sHEgE07c555HbfdEbDWkBBYk3ZJHFi1EbfDUbQWQXqejfcGXFwwOczu8LvWs8flJvvo8WLbbJlZrP1uOvtXrKNJ+yQG3Dam3MXqBCHUVEsi0DQt6bQ/jzztz9OB6dVxjYYk50Rq4H3HU0qtsS/4JxsMeFwu3PYSo6p0Hd3jKfXv1ON0sXXWfOK7qLQZ2I/sYyf4bMg1OHJycdkd7P5rOWsm/8zNUz4j6cw+Qf4mglD9xMziENTjqksC7hNJoHIMZhNuZyVXHdN1Dq7ewLfX38eab6ex4PWPyM/IxFW41rHX5caVb+OXh14Qb2pCnSQSQQhqf+5ZNO3UvrbDqFd0XafNWX1KLch3kmIy+V25zGWzM++Ft9g1/2+8fqqdZh0+Sp6fWd2CEOpEIghR4/6azqD7x2KNjW7QcwOqi6woxLZOKNcTuyRBVHzTAPsk5EDJRKfeLAUqNCwiEYQoWZYZ9sIjPKMtpe+No0s/1ijKGpTFbXew5MMvA67TcJIxzMqZd91IVEK83/0el4s+113hc8NXjEban3825ojwaotZEGqKSAR1QNtzzip1f1k3t4ZMkiSMVgs6Om6bo7QDadKhDVd88DIXPfcwg+67xad5SDEaaNm3B+c/cS+dLx6CwWLGHBGOMcxKszM6MPrDV4L8bQQhOMSjZB3Qafh5KGYTHkfgdQaE4mKTWhHTsjkRTZvQ/ryzmPX4ywGPNVotJPTsym2/fFk0uazjkHMY8p/7Wfj6R0UjjhJ6duW6L99FVhSu+vQNhjyVzJEtO4lNbEHzbmcg+SlLLQh1gUgEdYAkSdz351Q+H34drvyGW1SuIrKPHmfcomnknkjlz9c+wBNoxJAs03/sGAbdd5vPovMD77mZvjdexYmd/xIR15jY1i2L7Y9t3dJnmyDURdVSaygIkoB9DbnEhD+6rnNwzUZS/t3H7CdfKfdqWg2RYjJy5l03smriD3icrqJSHX5JEpIs0/fGK7n0zedC4sk+lH7v/Anl+EI5NqixEhOhUWtIqH6SJNG6fy9a9+/Fmkk/cWTTttoOKWR5nC6Wffx1+Q4unFS2ZvJPhMc1YsiT4059jtvNqi9/ZM03P+Nxuug6ahiJ/Xqy7vsZ5KWmow47jwFjx2CJrHh9F0EIFeKNoAy1+XSRl5rO9jkLcTucqEMH06jNqRIGqXv2M2HkjeQXViAVqofRauHZPSs4unkHskFh8Tufs+evFUXrPEiKXLCyWeF/NwaLmchmcdy36OdqTQYN+am2qkI5NhBvBEIFbJv9J9PuexpSLBrPAAAgAElEQVRJktC9On+8/C5dLxvGgNuuJaF3N5q0S+KNw6uY+vjrrPlmGs7TKmYKleey2Xmzy/m4XS68Hg/uEgv96J7iTUxuu4Oc4ymsnvQTgx8YW5OhCkK1EcNHQ5AtM4vp457BbXfgstlxOxx4HE42/fwbX466jbd7XsjxHf9isloY/t/HeW7PCsxRommiuuRnZOLMzfNJAoG47Q52zlsc5KgEIXhEIqhlqXv2M/+V9/n1sZfY+cdfeD0edi34p2ix+ZI8Lhc5x07w+bDrWPntDFx2B0s/mSRGE5VTnNqeqBbNAh8Q4O+9LCVHHAlCXSKahmrRphm/M/PhF/G6PXjdbjb+9BvxXVX63nxVmee67Q4mj30CvN6CNmuhXJq0a83Fr/6HGeOeYu/y9cX2mSLCcOZWrqif+BcQ6jKRCGqJMy+fXx95Cbf91GxXt8NB8rrN5KVn4HWXPVtY91P4TAhMMhpI6NWV6IR4mnZow4G1W/E4T03S8zjdyEYj3koMyy11eKoghDjxPltLDqzagGxQ/O7L2J8cuLCZUHlend5jLsftdLF2ym/FkgCAx+ksKklxksFqQTaU/rxksFrocsnQoIQsCDVBJIJq5LI7WPvddL6/6QF+fewljm7ZGfBYg8UUeIF5XceZI0YBVTeDyci+Zatx5efjCfDGZTAZGfHykyT270nS2X257K3n8fpZtazoeKuFmIR4+t50dbDCFoSgE01D1cSZb2P8iBtIP5CMK9+GJEms/3Em5z92D+c9drfP8Yn9e6GYTSCGfdYYl83OtHHPoBgUv/0qkiTRZlB/eo0ZRZMOSciKgVZ9u7PkvQmk7tnvc7xsNDLkP+Pod9M1mCPCauAbCEJwVDkRqKoaBSwHLtE0bX+JfT2BiUAUsAS4R9O0elkqc+1300jfdwhX4VKIuq6ju90s/L+PyUw+wqh3/1usdIFiMHDT95/wxfDrayvkBkn3eHD7ecKXZBmj1YJ64WDe6HwuoKPrYDSbOPfhu5j/6vvF+nOgIHEcXLWRQffeWjPBC0KQVKlpSFXVARQsSt8xwCHfAfdrmtYRkIA7q3K9ULZt1p9FSaCkjdNms+evFT7bj27TSv/QMoYkxiYmYDCLRWuqg+71FnTgP/4yjpxcHDl5OHPzyEvLYP6r79N99EifIb0ep5N/Fy0lZfe+WopaEKpHVfsI7gTGAUdK7lBVtTVg1TRtZeGmSUC9bUi1xkQF3OdxONn482/Ftjly85j73P8FPEdSFBL79Sj1mllHjuEVo1Wql59+G7fdwebpv/sdGSQbDBzfvqsmIhOEoKlS05CmaXcAqKrqb3cL4OhpPx8FKlSzt7BmRq2Li4ss85iLHrmNPX+vwB1gzYAdcxeyZvwkLnribgwmE9vWrUMxGotq2JTU9sxexLVrzcHVGwIOUi9YN1cMIa0JbocTSVHQSzYr6Tpte3Qs1+9IRQXjM6tTKMcXyrFB6MUXzM5imeK3MAmo0ONrXSo617RPH86+52aWfDDR735nno05r3zMjkWruHnKZ9hcUsCnecVkZOSbz/Pp+VeJmUohpGQSUIxGmrRPwpqYVO1FxBpy4bSqCuXYoMaKzlXsvCDEclIy0Py0n+Px04RUn1z47EOM/vhVFJMRSfGdI+C2O9i/Yi1HNm+nVb8emMN9R5ooJiPXT36fJm1bFz7xC6FCNijEd+mIbDCgGI10Gn4et/48PiTWLxCEqghaItA07QBgV1V1YOGmm4C5wbpeqOh1zWU8tm4+Cb26BjzmyKbtyIrCzVM+I7xJI8wR4ZgjwjGYTZz/+L10HDIYWVFo0f2MGoy8gZAkjBYLVOLmbYmOYtzi6Tyt/cOze1Yw5st3scZEByFIQahZ1d40pKrqHOAFTdPWAjcAEwqHmK4HPqzu64WiyGZN6DzyAo5t3ek75FBRiGnZAoD4LipPbF7IvqWrsefkknRmHyLiGgMFC6LkpWfUeOz1mgTDXnyUph3b8t0N91e41S0/LYOpdz7OiJefIKp5KYXrBKGOEQvTlKGy7Xm5KWm8P+BiHKdNGCtIAs15eOVsZD9NR6ebdPWd7Pl7ZanHCBUnGRRkWQ68hnFZ5ysKEU0a8dCK2UGdRNaQ27mrKpRjg9BcmEaUmAiSiLjGjJ35FU07tUcxGVGMRpLO7M0dsyaVmgR0XWfKnY+LJBAkuttT6SQABR3G9pxcNk//vRqjEoTaJUpMBFGL7p15YMkv5KWmIxsNWKMDzzU4adO02Wz7bX4NRCdUlivfRvLGrfS7pd5OixEaGJEIakB4k0YB9+WlZbD11z+w5+TS/tyzWPzWZyDWFwhpitlEszPa13YYglBtRCKoJbknUtk6az7z//ceAG6ni7/f/SLghDQhdMiKQq9rLqvtMASh2ohEUMPcDifTH3iW7XMW4i3RVu2yiXkDdcG1498Ww0aFekV0Ftewuc+/yc55i32SgBA6JFnGHBHud59sUIhsHlfDEQlCcIlEUIM8Lhfrp8z0mVsg1B5LdBSmcCtQcJM3WCxc+clrxCb5L4ulGI00btO6JkMUhKATTUM1yO1wirIRIUQyKLQZ2I+kM3uTvHEbOUeP06hNIlt/nUfKLt/S0orRQNLZfUlet4k25wxALqNMuCDUFSIR1CBTeBjRCfFkHEiu1Pmy0YApIhx7RlY1R9Yw6W4PO+YsZMe8RUiShKwo7F+xLuDxHreHvf+s4sDK9cS2bskdsyZhiYosqCArSRgtYm0IoW4SjzQ1SJIkLnvzeYxWy6lCZbKMYjJy5h3X07RT+1InmykGA20H9quhaBsQr47u8ZY90UzX8ThdOPPySd29j18ff5kvrxjLK23P5JW2A/j6yjvIPFSv6yoK9ZR4I6hh7c8/mzt+m8zf708kdfc+WvbuxuAH76Bx20SyjhzjqytuJzclFa9Hx22zIRUmCsVo5OrP3sDtdLJ9zkIx16CWeZwutv46D0mSixas2bd8DeMvvpFH18zDYDbVcoSCUH4iEdSCFt07c91X7/psj24Rz8MrZ3Ng5Tp2/72C5Z9/Azro6LidTrbu3MdmJQJPZBRKlmgeqnU66PqpNSV0jxdHbj475i6i2+XDazEwQagYkQhCjCRJNO/WmW+vH4cr/9TqZXuj4/hq1lowGDC06s4Q71aa5WQgKuEHh6QoWKIjceXlo5hNOHLyii1jKcmy36UrXfk20ivZByQItUX0EdQAXdc5ulVj9+Ll5KdnAmDLzOL4jn9x5uX7HL9rwZJi9fLdksyyxDPwyAoer47DYGROu16kRohJTcGiezzc+tN4Xjy0jnGLphHepBHGsIJhpqbwMCzRUUU/n85otRDfuWNNhysIVSLeCIIs53gKk6+9h/T9h5AVBbfTSVyHNqT+uw/FaMTr8TDwvlu54Mn7ijqQXTYb3tOWRUwNO7W+qcHjxuj1YDOYQCxcH1S/PfUKd8/9ntjEBB5dPYctv/7BiZ27ie/ckTMuHsIXw68nY38yHldBJ7NsNBDdsjkdLhhYxicLQmgRiSDIfrjlIVJ27Sk2f+DYVg2gqK7Qss8mE9m8Kf1vLqhm2facAbhPW9Te4PVi8LgZdHAHidmp6Eh4JKmw/wDRPBQkx7ZpRX82hYfRqk93Nk6dxYrx3zHryf/R5bJhJPbtyabpv+NxOsGrk3PsBOt/nEnfG6+sxcgFoWJEIgiijIOHObZ9V5mTyFz5Nv75YCLZR46zefrveJyuYm3QjW05XLB/K41tOSi6DugYxKChoHPbHWQdPkZ0Qjw5x1MZf/GNRX0FbruDrb/OwxoTjazIeACvx4M9K4c5z75BZNMmqBedW9tfQRDKpUqJQFXV64HnACPwvqZpn5TY/yIwFji55uKEksfUZ7asbGSDASi7pETW4aMs++Rrv9VHJaBpfrZ48q8mpvAwIuMak9C3O5unlb7AzIyHnue2aRNY883PeBzOYh3GHoeT3OMpPue4bHYWvPER5shwGrVJJCq+abV/B0GoTpVOBKqqJgCvAn0ouNMtV1V1saZp2087rC8wRtO0FVULs25qqrZHkst7+5ZKLUEtkkD1ad7tDJ5eMZ2UlBzOe+RuPht6TcHsYD/2/rOKzENHOLp1R4VKhB/bqvHdTQ/gtjtoM7AfA8ZeR2K/noQ1iqmuryEI1aYqo4aGAos0TUvXNC0PmAZcVeKYvsAzqqpuVlX1Y1VVLVW4Xp1jMBm59M3nCmYSF9alUYzGYsdIsoxsMPgdiigEx8HVGwqacXJyWT1pKlJp60frOl+Nvp0W3c6o8CQxR3YuHqeL3YuXM+X2R3mrx1AWvfVZFaMXhOpXlaahFsDR034+CvQ/+YOqqhHABuAJYDcwCXgeeLYK16xzeoy+mLyUdJZ8MBFHbh5N2rehmdqew5u24rLZSezXk5jWLVk5/ruAT6VC9ZJkic+vupfNs/4s1wztvLQMYlq2wGAx43G60AubhwxmEzGJCWQlHy3z3+5k+Yqln3xNQo/Oov9ACCmSrleu11FV1WcBi6Zpzxf+fCfQR9O0ewIc3wv4StO0XuX4+CTAt/xjiDqybRfrp88FXafXlSNI6Kpy/N99OHLz2PXXSmY99w7OfFuxc2SjAd3jRZIkLFEROPLyq7SouhA8Bc17EkhgjgjHmZePKczK2bddzeWvP8X2+UuY8/KHZCQfIycltWAoVyk6DRnIwwu+r5HYhQarDbC/vAdX5Y0gGTjntJ/jgaKKW6qqJgJDNU37qnCTBFToTpeWlou3lmvqxMVFkpKSE3D/3+9P4K93v8DrdqPrMO/1TzFHRhRMFJNlXH4mjAF4XW6g4J6Rn5GFYjJiCg/D6/HgdXsK5hFUMkkL1Uv3FozUArBn52KJiuCR1XMJi40mK9dFwtlncee8swCYcMnNHFy9odTPyzyeWurvFJT9e1fbQjm+UI4NghufLEs0bhxR8fOqcM0FwBBVVeNUVQ0DrgTmnbbfBrypqmobVVUlYBzwSxWuF3LS9h7kr3e/wG134HV70D0e3A4neanpuGz2gEnAH4/Thcfl5tafx3P7b5NLrUIq1KLCCqQbpsz0u/vi1/6DKTwMSfH/n5bBbOKMkUOCGaEgVFilE4GmaYcpaO9fDGwEftA0bbWqqnNUVe2raVoKcDfwG6BR8EbwTjXEHDJ2zF2E7qm+Tl6DxUTO8VR+feQFKttkJ1STUkZ7uWx2Uv7133LZontn7lv4M31uGE1MYgKyohTNGDdYzETGN+WsO28ISsiCUFlVmkegadoPwA8lto087c/TgelVuUYokxW5AsNDy+Zxuti/ah0ndu6pts8UKkeSJPRSGvtjWrUIuK9x20RGvf0iAIc3bmPlhO/JPnqcDkPPoe9NV2GJrPiruyAEk5hZXCg/I4sDK9dhjowg6aw+5Wqa6XzJhfz52odlHifJBQlDkuWAHcKK0UDrAb3LnOAk1Iyy3vTsWeVr403o2YUrP3mtOkIShKAR1UeBZZ9/y1vdhzD9/mf44eYHeavHUI5t31XmeTEtmzPylacwmM0YLBYMFjOSIiMbT+VXg8VM43ateXjl79wzfwqWmCi/n2WJiuL6Se+X+wYj1C5nXp7PNrfTxeJ3v+CtHkN4TT2HGQ8+R46fmceCEGoa/BvBwdUbWfj6h7gdDtyOglIQjtw8Jl9zN09sWlDm+f1uvhr1wsHsmLsYdB11+HkcWruJlRN/xJmbR5fLLuKsO2/AHBGOPSe3oFaNH468PDb+9JuYQlwHGMOsqBed57N9ythH2LVoKXphbakNU2fx78KlPLRytmgOEkJag08Eqyf/hNvuWwvIlW/jwKr1NBt1QZmfEdW8GQPGjin6OSahOd1G+a5Q9dd749E9/gvQue0O5r7wZplj0KuDqFhaNfFdVDoMGVT0c9reAyx66zO0+X8XP1DXyU1NZ/Xknxh8/9gajlIQyq/BNw3Zs7L9j9CRpIBP75WRtvcgyz/7ptRj3A5njZSaEEmgai548l7kwpIhe/9ZxSfnX8XmGXP8H6zrbJ35By6bnWPbd5GXml6DkQpC+TT4N4Iul1zI3qWrcZWY+etxuWh9Zu9qu86Gqb8GfBsQ6pZvxtyHKdxKr2tHsWPOwjLLS2QfOc4bnQcjSTJulwv1wsFc+dGrmMLDaihiQShdg38j6DZ6JM3O6FC07KAkyxitFi56/hGs0f47disj46BYx7a+0D0eHNm5rPp6KtlHj5d5vC0zE2eeDUduHh6Hk11/LuGXR14M/Pm6jj0nF4/bXZ1hC0JADf6NwGAycvuvk9g6cx7bZv+JNTaa/rdcQ8ve3ar1Oon9e7N5eoDmA6FO0st5oy65MJHb4WTH3EXYsrJ9HjZ2LVjCb/95jewjx1GMBvrceCXDXnwMg6l41VpBqE4NPhFAQTLoec2l9Lzm0qB8vsftRpv/V1A+W3T8hgBJqnBdKFlRsKVnFUsEh9ZuYsrtjxU1NXndbtZ+Ow1Hdi6jP3qlWkMWhNM1+KahmrDqqynsX762Wj/zZBk0kQRqX1hsNIqpYmsVGExGols1L7bt7/fG4yoxgs1td7B55lzyM7KqHKcgBCISQQ1Y9+20al9roLAwshAC2g0+k1t++qLYRMLSGK0WRrz8JIqh+PGpe/b7fbMwGI3l6osQhMoSiaCSts1ewPgRN/Be/5HMfvq1UmeQelyi069OkCSUSrTFb5uzkLBGMVz+3kuBP1qWadQ2kbaDz+TG7z6m15hRPsck9OxatJLd6TxuN7GJLSsclyCUl0gElbD4nc+Zfv8zHFq3mfT9h1gz+Wc+Of8qclPS/B7f7YoRFV7mUKh5/W65hrv/mFLh87xuN8s+nUyvay6jx9WX+tSpUswm+twwmkdW/s5t0ybQ9pwBfj/n3Efvxmg1F9tmDLNy9j03Y44QQ02F4BGJoILs2Tks+WBisXkHXrcbe3YuK8b7X3Vq0LjbaNwuqUGPG/dIEgejGrMnphn5hlNJ0S3JrI1vy49dBvJD10EsT+iIXamdMQxGixmjxVTxirJendTdBWWpL3vreZLO6oPRasEUEY7RaqFlr64Mf+mJMj+mace23DHrG9oOHoA5IozYxASG/fcxhj79QGW+jiCUmxg1VEHHt/+LYjT6lKXwOJ3s+Xs5Fz77oM855ogw7v1zCtt/X8C0cc8UrU7WUKSERfJH257oklTQyS1J9Di2nx4nDvBHu56khkXikQueonc1bsHhqEaM3rkKpYbXZMg8dJipdzxeuCJZ+clGA4n9ewJgCrNy24wvObZN48SuvcS1b0Pzbp3K/VnNu3XitmkTQ36VLaF+EYmggiKbxeFx+SklLUlEtwxco14xGukw5Jyq1xKqxFDF2uRFYn7bHjgNxdveNzdLwuxxkWaNKEoCAF5ZxmYwsT+mKe0yaq6DVDYZ2Tn/70olaYPZzNn33FxsW3wXlfguanWFJwhBJZqGKqhRm1a06NEFxVj8xma0mBl03y2lnmuOCMcaoAx1udWBJJBtsrA3piknwqI4EhGDV/L9NXPLEv82ao5X8m2GcSsGUsKqb1Z3eXhd7kolAUmWufCZB4mKbxqEqAShZog3ggrQdZ1DazbR9bKL8DidHNumoRiNKEYDF7/+DK369ij1fEmSGPbCo/z21CvFh5NK1EjV0WDzAv8knsG+mGZIhV/I4nbht4yeJOOWZL9JAl3H6vKtCBtUlUywRouZln26V3MwglCzqpQIVFW9HngOMALva5r2SYn9PYGJQBSwBLhH07Q62UBuz87h6yvvJHX3vqJqpc06deDSt1+geZeOPm8IgfQaMwpTRDiL3vyErOSjxKntyEw+Qu7x1GCGXyN2NGnJ3thm6Kfd3POMAV46dZ1Ma+Aa/VviEjF53HRKOxKy8yVkg4HG7ZJI6NmltkMRhCqpdNOQqqoJwKvAIKAncJeqqp1LHPYdcL+maR0peO69s7LXq21znn2D4zt24czLx5Vvw5Vv4/jO3az/frpPEshLTWf111NZ+vHXflc663LJUB5Y8gvP7V3J3XO/Jyq+WU19jaDa1CypWBIACvo0/DT/FG0PsM9pNLGmRQeWtQzNdnZZUegwdBBn3nE939/0AN/d9ADbZi/AWwNlxAWhulWlj2AosEjTtHRN0/KAacBVJ3eqqtoasGqatrJw0yTg6ipcr9bous6WmfN81hv2OJ1sKrHG8K4FS3inzzDm/fdtFrz+IV8Mv57ZT7/mf82DQj2vviQocdc0u6F6C6O5FYU9jeLJNZrLPjgIJEVBMpSYE2Ay0W30SJ7+dxkmi4Xfn34Nbf7faH/8xfT7n+GXB56rlVgFoSqq0jTUAjh62s9Hgf5l7K/Q9MjGjUNjeb+4uMiAJYE9LhdxcZEAOPNt/HTXE8Xb/11uNkz5lZZntGXVtzM4vEUjLCaKtgP7ENuyOUn9e2CUxVNkILKuk26NJKKm+wwUmYG3X4PH5WLbnL/RJWg7oBdDHhlLh8ED2LdqA9r8v3GeNp/ElW9j++8LGPHUXbTuU/XqtSd/r0JVKMcXyrFB6MVXlUQgU7yLU4Ji/YJl7S9TWlou3gqO6a5ucXGRpKbm0mZgP/b9s7rYk70ky7Q796yi8d475i3229ThzMtnxlOvo3sKvn5eeiZbflsIwIpvpiP76zCtgxSvB09FJoPpuv+modN4JKnmO44BPF5WfjMDSZZx5dswmE1s//Mf+tw6htTUXNbOXIjL7ls/yu1wsnbmAsISk6p0+VCfRxDK8YVybBDc+GRZqtQDdFXuQMnA6eUT44EjFdhfp1z25gtYYqIwWi1AQeEwa2w0l7z+zKmDdN2n9nzRLo//HOgqXLCkrBtiXWBxOso/+ubkcacf7+dcrySzKqE9ngr8/VTXo4Pb7iiaQe52OHHl2/jh1ofJOnIMa3Sk34qjislI+oFk3h9wMS+26Mm7/UawZea8aopIEIKjKm8EC4D/qqoaB+QBVwJ3ndypadoBVVXtqqoO1DRtGXATMLdK0daixm0TeWTV76yf8ivHtu6keffO9B4zCkvUqVe8xP69K19ltA7MDyhLntlS/oRWODFOAiSvh3CXg5ZZqeyIa1X8MySJdGsUe2Ob0SH9WPk+muCV6LZnZfN2zwuJTWqF5Oe7ej1eNv08u2jmecaBZH556Hm8Xg89Rl8chIgEoeoqnQg0TTusquqzwGLABEzUNG21qqpzgBc0TVsL3ABMUFU1ClgPfFgdQdcWa0w0A0vMID3d4Q2bkRSlXq5NnGOykG6NIMJhp7E9t2h7ltnKlqaJpFkjoaJNXIUlJyQdhu/ZSLbJyr+Nm+NWinc6uxWFPTHlTwQn2WQFXVYwuZ3VPmEmY/8hDGYzpojworwlSTKK2UReieKDLpud+S+9KxKBELKq9N+Hpmk/AD+U2DbytD9vongHcr2WdfhYvUsCJyeJ7Y9piqTr6JJEI1suF+3dRLbJytz2vfDIcsGw0Uq+1XglmeTIRjSy5yEFeI43eiv+9yoDMzv0ZuSejYQ57ShlnlExboeDqCaxjP7gf0iyTGL/XrzUsrffY7OPnkDXdb9vEYJQ2+pHL2WIkOvhurLb4hLZG9MMj6zgVgx4ZIWUsCj+aXUGK1t2xK0YTs0dqMJNzmYwEWnPQ/YzDt9QOLGsIiTA5PVwubaG3bHNgjZ5O/vwMaaMfZSDazeyYcrMIFxBEIJPlJioRo3bJKKYjD7zDeqyzU0T0UsuliJJHIpuUq031n3RcWxp1hpJ1wv6DnQdWfeCJNE55RAJOekV/syTyaDH8QNVfuLxSBLbG7egY8ZxzJ7iQ4nt2TksfO2j0lcoE28CQggTiaAatR7Qm+iE5qQfOAS1POy1upSsGnpSdX+7LGtEsZulpHtJykyh77G9hFdh+GhVb7864KGgQN665u04HBXH8L0b/R4bsGidJNF55AWiWUgIWaJpqBpJksTYGV/SoltnDBYzpnAr5ojw4ssfShLIMgZL7cyWrbCaGM3kp9SEV1bYH9OUoxGxFRo66vfjK3meW5I4HBHL9M5nsaJVJ7yKgeMR0eQZy7HaXGHMpvAwolvEc8kbz1YyCkEIPvFGUM2iE+K5988pZCYfxZmXT5P2SRzZtJ3l479j/4q15KWk43W7fRa2CSUeSUJHwqB7aZaXxbGIGN+mjRp4uvUoCstbdmR7kwQu3r2+Rheq8UgShyMb81dSl2LrJci6jt1gItzlLPV8a3QkZ955I3Ed23DGiCEY6mH/kVB/iEQQJNaY6ILJZ5LEgVXr2btkJXmpFW/nrkk2g5FlLTtxKKoxSBKN8nOIy8/mWHh0rbVxuxUDmZYI9sTG0zH9aNknVBOHYmRpSxWjx4NHkou+vw5E2/NLPVcxGek15nIueOLeGohUEKpOJIIq0HWd/SvWcmTjdqJbxtNp2Pk4cvP45cHn2f3XcgBM4VacNjseR+lPkLVNB35v35sck7WoczgtLJK0sNqvieJWFPbGNK3RRGB1OxmzfRm6JOFUjKxM6EByVBP6HtmDQT81sqlocEDhBDljmIXIZk0579G7Svl0QQgtIhFUkstmZ/I1d3N06w48TheK2YTRYiEsNob0/QfxFHYc2jKrdwTRycaR6n4+PxIRi81oLj5CKFQ6N3UdUyXmEVSFBAXzDnQdg9vJ4IPbybBEEGcrXiPm6vH/x+bpc9k5ZxFIoHt1Boy9DmtMdI3GKwhVIRJBJf3z8dcc3rStqK3f43LjzLORn56JHsSa9MG6NWebw/CG6BIwitfLGanJtRqDQdd9kgDA1NsfRzEa8RZOJPS6PSx4/QNiWjWn88ghNR2mIFSKGDVUSRumzPTt8NX1oCaB0lS1GzXSacMbinlA12mddYLmuZm1HYlfusfr83vgyrfz93vjaykiQag4kQgqyRugmmhtqco93K4YWNaqk+/qYiFA0b30On6gtsOosOwjx2s7BEEot9D7L7+O6D56JIrZdzy5ObL8tcBdkoSnaJn3golLrpKzeKtRoLeGLU1bYzOYfNcyq1wAACAASURBVPsECmf51hbF6yE+N5NoR+mjdEKNJEm06teztsMQhHITiaCSznv0Lpq0bY0pPAwAY5gVS3Qkt8/8utydrPPa9WJeux7siW3GochGrGjZkTlte5FutFb7zN3SyjIfjG6C108C8lf3p0boOni9dEw7wpB9W2onhnIyhocVmxwoyTLGMCtD/nN/qefpus66H37hk/Ov4t2+w5nz3JvkpWUEO1xB8Et0FleSOSKcexf+hPbH3xxav5lGiQl0u2IElqhIul52EVt//aPU8+2KgQxrJG5F4XhELGekJtPvyG4U3cvJW7YbCUM1pYTSUpPZ439kk7/kUFOu3b6ccHdoD7kFcOXlF/zlShKSLNHm7H5c/NrTNFXbFTvO43aTc/QE1tgYzBFhzP7Pq2yYOqto4ZvVX09h2+w/eWDJjGJrXAhCTRCJoAoUg4HOFw+h88XFR4eMfOUpDq7eSE5KGnqAtY5l3Yuk6xg8bkb+u47G9rzTbtZ6we1fksiXFKzegs8IVl9ulxOHSE+MwH36MpPlWEYyePTTGszqAL3g/3SPzpFN24lOiC+2e+33M/jjpXfwOJzoXi+dhp/PjnmLi80t8bhc2DIyWfvddAbdd2uNhi8IomkoCCKbxfHwytkMe+FRJMX/X7Gs63hlid5H9xJbLAkUkABJ1zEHSALVeZtMykqhc2oyiteDdHKyVK3OIZDYEN8m4F63JPNvo3hWt2jH7th43CHUye3xuNn22/yin3ct/Ic5z7yOPTMbl82O2+Fk+5yFfpcuddns7P1ndU2GKwiASARBY7RaGHjPTbQZ2B/F6FtnxqDrtE87Svv0YwEXTJHRUQjem8BJEtD36F6u2r4CPRTmEkgSKWFRfnflGs383PksViR0ZGvT1ixv2ZFpZ5xJvqEcheBqgNvmIOfEqRXK/nr3C5/lS70uN14/b4qyQaFRUsugxygIJVW6aUhV1UTgO6ApoAE3aJqWW+KY1sBWYE/hpuOapg2r7DXrojET32bKHY9zcNUGdPRizQFnH95V6rml3ZKDcbu2up0Fbyq1PaNY1wPW81neUi02wqlgsRyZlQkduODAtpqM0i+D2UTr/qdGDKXtPVjucxWjkQFjxwQjLEEoVVXeCD4FPtU0rROwFnjezzF9gR80TetZ+L8GkQTcThe7Fv7D1ll/4PV4ueWnLxj98SvIJTpfJU4ttF5SbbSQy0DbjOPINVzOwZ99MU1Z0aJ9sWYfHThcWBDvdLokczC6SQ1H6J/LZue7Gx/gz9c+ZM03P2HLzCr3uZe88SxxHdoGMTpB8K9SbwSqqhqBwcDlhZsmAX8DT5U4tB/QVVXVjUA68JCmaaE9HrCKkjds5Zsx9+B1u9F18DhdGMMsuAvbh/05mQykEttqUpo1gtUt2nM8PLqg1MTJ+QO18XZQuD7Bzib/396Zh0dV3n3/c85sWUlCEpaQIEvgRkF2UATFBa11oyrWrbZq1fpo9dFWW58ub219W61v1VZrF622LnUpVi0KvlpBEcomQgBZbkIISxIgISFkz8ycc54/zmSZzCRkm8yQ3J/rynVlzpw55zuTyf2779/9W7Kp9iRwUeHWlqcCfZNDXhJDe8uN1TV89ru/dCkHw52cSPLQ2DBmioFHd1cEGUCVlLLJ0XkICOfcbMB2H00HfgO8K4SIqDPXV9/A7o8/Q360Em9tsHvBNE0+e+ZFHps4n59lTePPF9/AwS+2tnOlrmP4fLx83Z3UHztOY3Ut3ppaDK+Xhsqqdo1AE9F0xlR6Enhv3EwOJaVh6g7Q9bDNYvoaS9c5lJzGcY+dq6EBpxwvQ2uT36CbBqMrS6OgsAO6mIhnen1k5La/Qa5QRJITrgiEENcAT7U5nE+o9yIkDEJK+XCrh8uEEI8CpwJbOiMuPb3zWboA2z9cyXPX3NXcEtA0TG599Smmfs32SC3+3iN89sdX8QVqwxRt2sZfr/o2D61/lxGnT2j3upmZnYvr3v7hShprarukORZYmz3e3heI9t5AGHTLotKT0JxdPKdoN+XxSdS7PBiahm5ZJHkbOKMkP8pKu48r3sOkS85n/Izg72Bnv3fRIpb1xbI2iD19JzQEUsrFwOLWxwKuoXIhhENKaQDDgZK2rxVC3IO9R9AURqEBna7LXF5eg9nJ3r91FZX86crvhERo/OX6e7l/wzLcCfF88vuXMX3Bt/fVN/DP//l/XP/X34a9bmZmMmVloVUnw1G4WbbftzaGKU2IXuOZE+HTdBJ9LX/TOMPHVbvWU5yczvG4BFIbahlRXRELsU7dwp2YyOxbvs4FD91DWVk1RZu/5IOfPk7J1h3Ep6Yw965vMeeOb4TsL0Wbrvxf9DWxrA0iq0/XtS5PoKGbewRSSp8QYhVwLfAa8E3ggzCnzgfigceFEPOxS7zv6s49T8T29/+N3xvqfjEavWx95wPGzJ2N6Q9vgwrXbuwVDeFqD50MxHTylqaxZPwsNMti1PFS5hTlE2f4yKkuJ6e6/MSvj2F0p5Oz772Vc++3m9gc2ZnPi1fe2pxtXH24lOWPPkP1kTIu/tn3oylV0c/pyTTjLuAOIcQO4GzgJwBCiDuFEL8InPPfwIVCiC+x9wiul1JGpIBN6a6CsEk6lmVxZMdu/N7GdkNxTG/vzOKHTshFD5MzEOuMqKrovE+7r4vQBVxWlq6zP2UI74+bHuqDPEmxLLO5gRHAyqeeCy1pXd/A+hdep6G6pu3LFYpeo9t5BFLK/cC5YY7/qdXvxcCF3b1HV9DbyeBtei4pIx3N4cAyQkMjB2UN7RUN2TMmM3hUNkfzC3vlen3FmSX5FA8ajF93tLiIWg/4rY9F0YVk6jr1Lg/Fyekn/WoA7LyB1s1rSrbuCNvPwuF0UnmgmGETRV/KUwwgYsvx2AOGnjYO3RGao6vpOsMmCgaPyiEjd1TI806Pm7m9WNtFdzhj1t/eHom+Rq7atR5xtJjkhjqGVh/jor1buGXLJ5xRtJsEbwNOw0d0shuC8ekOKuMSoi2jR2i6jis+jjNvv5Hhk1oG98zxY8N+dwyfP6R+kULRm/SbonOnXXYh7//oMcw2IaNOj5vJV10KwI0v/Y4XFt6Ct7YO0zCxLJPTLl3AtOsW9oqG4rztVB4oimoN/+6S5GtkbphM54nlxUwsL6bR4eT1ifNiootZe9VSY53zfnAXhs8HpsXEyy8ka/JpQc/Pv/8OClauDQp4cMXHMfnqS1UPZEVE6TeGIC45iVsWP8drN99n5w9oGk63m+tefILE9DQA0secwvc3f0TBp2uoPnKUnFlTGTK+9zI5j+0vsmPw+yEew8+wmmOUJA+O+orHp/fN17ajHg5dZdScmZz/wH91eE72tEnc+PLTvPfQL6koPIgrzsPsW69jwY/u7SUVCkV4+o0hAMiZOYUHty7n0NadWKZJ1pTTQtxFDqeT8QvOicj9h58+AW99fUSuHQucu38Hr02aF/kbhdufCKCbZqBnw8lFZxMXx86fw31r3yctxUNFZUNzToxCEUn63fRV13VGTJ1I9vTTw+4ZRJK4QckQY72MewMLu41mSXJqH9zMNgJaO+41TbOzi/uC3hyCDa+XVb9/sdPnO91uZQQUfUa/WhG0h2VZFG3aRumuPaSPGckpZ86IyD/Zur+81uvXjBYmUO90sz4rl/1pQ1rKU0dqcGoe+G2HjNXaxWZZOEwDNI15B3YS304+SKduQ++X8+jsNVf8+lmmXnOFqimkiDn6vSHw1tbx0nV3cmibncemaRppp2Rz6zsvkpDWuxtw1aVHe/V60cACtgw5ha1DT7HDSaFv9gS0pkJ34UtdpNfXcEHhNuI7uVF8LC6RQ0lpePw+RlaV4QqEZUbinXT2mrrTybZ3PuBYUTH5y/+Dt7aOjLGnMO/umyPmrlQoOkO/NwQfP/oMJXnbg4q+leUX8t4PHuHa53/Dsf1FGH4/6WNO6dEq4dj+Ira9Ey65+uQib8hINg8fE72qo+0c1y2zU0bAAlbnTGBvmp0bolsWa63xfKUgj8z6E6f1R2LF0IRpGHz0f5/C8La8j+rDpRRt2sY5993enGGsUPQ1/W6PoC2b31wSUvnT9PnYsfRjnp63kKfP/hp/OP8anph+EQc25HXrHpZl8fZ//7S5NMDJigVsGTY66lFBbdENg+yqziWQFaYOoTB1CIbuwNAd+BxOvE4XH4+ZHJQFUe9wIQcPZ1d6FrUuD2C7wyL5zv2N3iAj0ISvvoGVTz3Xpd4FCkVv0u8NgeELP4s0/QZl+YX4Gxrx1TdwvPgwL137HWrKupax6m/08uHPn2Df2i96Q24QXc1GsLrxmtb4NB0zhvr/AmBZeEwfE8pDahqGZffgLPyO0IWuX3dwNMGu+FiQOoR/TDyL9SPGsSFrHG+deibbM7Kp9CRELmVO0zo0Mg6Xi6JNX0bq7gpFh/R719D4BWezY+nHIXWINF0PSec3fH42/2MJZ999S/Mx0zTZ88kaCtd8TvLQDE6/8hIcbhcH1m9CfryKvDeXhPQ96C26Ojvt6WxWj4HM4SACm8Q+3cmbE+cy5tgRZpXswd1BB7WO2myamk6908Xqkadi6MERZRuzxjKu1MMZR/aiW+E7NxuahqOLyYKa0wmmiWVZWB281jQMEjMHd+naYK8mPn70GTa/8S/8Xi/jzp/LJY/8cEBnIluWxc4PVrDhb2/SWF3LpK9dzKybFuGKj4u2tJil3xuCr/7iQfav/YLG2jp8dfW44j1YFlimhdGmWqnh9bLx5cWcdcc3cLhc+L0+Hj/rKvZv3NZco2jpjx6zT27e3Dy5aXQ4KUlKo9od3+xXj3ZNodaYmt4cQZQ/eDiliYP4mvy8XaOXe+wwRxMG4W8TOqxZFpm1VexOHx522WSiYTmdLBk3g3P37yA10P/AREPDwtR0ClMzGXfsSKe1p48dRUr2cPauXNvxiZpGYnoaCWkdh+fWVVTSWF1DSk5Wc1nqV264m4Mb85rdnzuXrWD/uk3ct+59O5y5jzF8Pj5/+S02vf4OANOvv5JZ31yEo51ijN66egpWrsX0G4ydf2avaP7ng79i5R9fbXbVHt4u2bL4PW5f+ipOd+wWhaw6dIRVz7zI3lXrSRkxjHnfvZUx82b3yb37vSFIyRrGfeuXkrf4PYo3b2fIhLFkTT6NV2+8m3DzysqiQ6z87fOc/+BdrHr6L+xb386+QT8wAvlpw1iTI9AsK7jgHMSMMWgdRmrqOtXueEqSBzOiuiLs+bkVh9mbNpTShEH4HU5000C34Nz929Gx7DDYMG/L0jQ8fh/Dao7zzoQzmpPWDE3HaRoYGpxyvLxLhqC8YB/lBfs6PkkDLIu6Y5X8bs5ljLvgbK7506+BlgGx7thxFv/XDylc/Tm6Q8edlMjXnnyYQcOHULR5W9AemGWaeGvr2PTGvzjrjm90WmtvYFkWr9z4XQ6s39RcJuOj/EJ2/f9P+NY//hwSjJG/4j+88e3voekaWPaqaOFTDzMlUBKmOxwvPsynz74cVMXVV99AWX4h25d8yJRFl3X72pHkePFhnj1vEY01tZh+P6WygH1rv+Cyx37E9OuvjPj9Y8whHBk8SYmccct1XPX0I8y762bGzJtNQqDsRFtMn58Nf3sTgDXPvdqXMvuUKnc8a3IEhu6wfeptB/1oG4F2DJGp6VTEJbb7Mh2LrxTkcf6+L5lYeoDphwtZtHMt2QHDkVMVPsTXYZqMOl7GnJJ8xNFiTDTbfaRp+HUHDktj2pF9nZdPJ/drAid5a+rwN3rJX7GaD/7P40GnvHrj3RSu2oDh9eKrb6C2rJx/3PEg8t+rwka6+eobKN7c9/sN+9Zu5OCGzUG1knz1DRzcmMe+NcE9P+orj/P6LXY5mMbqWhpravHVN/DufT/j2IHi7mtY9wUOV+j81ldXj/z3Z92+bqT59Mk/01hTg+lvKUvuq29g2U8fxx8mwKC3GRCGoC2lu/d2GPPvra2nOG87DZVVfaiqb9mTNsxuUh+LWFbLTxsclklKY8fRWRqQXV3BGSV7mFx6gAR/y4w5ydfI9EN7cZgGmmXa+xCGwYTyYjIC4aVnFe/mSrmerKpyXIafrOpjXLrnC9IaOt+GVAv8dHXd6G9o5Iu/v03JDrsAYOnuvRzeLkOCHvxeL/KjTzH8ob00nHEehp46rot37jn7129ubgPbGm9dA/vXbwo6tmPZirCG3jJMtry9rNsaEgenEW5bXnc6SR6a2e3rRpqCz9Zh+kN9FJZhUrHvYMTv3+9dQ+EoXL0BXdfbbXAydv6ZLL7zB32qqa/xORxY0Z71t0eTrrb6LAuP39fpUNL2OL3sINnVFexNHYKpaYyuLGs2AmAP4KmN9Vy8t1OttU9IV3MTTJ+fX824nImXX8SURZeiO0P/TS3DpDhve+iLA8UWZ9x4Vbf1dpfkIRk44zwhYdSuOA9JmelBx3x1dWEbSRl+P94e9P0effZs3InxNNTUBk0kHC4nM7+5qNvXjTTJQzLsopVtMPx+EgdHvrTLgFwRxKeloDvD1yFyxnmYe+e3OF7SeV9wb9Gd8M/uhoyOrDqKs4Pom6jSwf7EV/ds6pXoprSGWmYcLmTWob1BRqC36c6qAOyVwY6lH1MqC0KCGpppu2rSNEbOnMLtS19prrjbl0y84qKw9b10p5NJC78SdCz3vLlhraMrPo4JF53bbQ0Op5PvffI6aSNH4E6Ix5OciCcpkat+/0syc0d3+7qRZt49t+JKiA865nC7yJ0/h8SMrkeTdZUBaQgmfOVcdD3cF9bB7e+/wuDROVHbDO5OyGh35vXDairJqTqK0wi4FgJuEiwLp+FHC2ck+uIz6eAeumXhMXqnrWhf0t11l6+uni2L32f2rdd3KvQxffRIbl/6CkPE2G7esWfEJSdx81vPkzJiOK6EeFwJ8aSMGM7Nbz0fEg2UMXYUZ95+oz34BYy+OyGeiZcuIGfWlB7pGDYhl/s3LOO2917mptf+yEM7P2PS5Rf16JqR5tSLz+OCH96NKz4OT3IiTo+b0fNms+iPj/XJ/bWOYps7gxDiEcCQUj4c5jk38AIwE6gHbpBSdqZ5/SigsLy8BtOMzOBTtPlL/n7TPXjr6u3voaZxzR9/jbjQrvnyhwu+zqFtO3t8n0iWLOgpFlCUnM7etCE4LJPcisMMqz2OoWksHTeDSk+iHYZpWTgsEwMt8v0WLIth1RUcSU7DapPcllpfw1VyQ2TvH2Nk5I7i3v8sIe/NJaz58yvUlldQU1Ye1q2Skj2cBzZ91Ce6MjOTKSsLv5KyLIuy3XuxLIshYmyHpVv2rd3I5jeXYPj8TLn6EnLPm9vjgpAdaYsFOtLnravn6J5CkjLTGTS86y10dV0jPT0JYDSwr7Ov6/YegRAiBXgSuB54vJ3T7gVqpZSnCiHOAf4GnNnde/Ym2dMm8eDW5RRv/hLD5yN7+uSgGONrn/8Nz56/6KQvG9ERGpBTXR7S/9dhWVySv4mCtKEUpg7BY/iZUF5MhSeJ9SNywxuDroabWhYaVtBgr5kGOVUVzCnezb/Gz8KnOzAcjkAIqMXZB3tumPuank4Exsyfg6ZpTLtuIdOuW4hlWTw1+5IQf7LD7WLi5X3SHvyEaJrW6VXJqDkzGTVnZoQVnTy4E+JDOtf1BT2Z3i0E8oEnOjjnUuDvAFLKz4BMIcTIHtyzV9F1nZwZkxl15oyQRJP0MSO55a3nccZ5enyfkzHjwGmZiIpDXLx3C+ft387wmkomlhdxzoEd6KbZ4sKxLHTTsMtEh1tdtnPMYRrMKC7AafhxGn70gBGYf2AHib5Grt61jmmHCxlZWcak0oNctWs9mXWxO8sLR2/83Q9/KYMea5rGomcfxZ0Qj8PjBsCVEM+grGHMv08VrVN0j26vCKSULwMIIR7u4LQs4FCrx4eAbOBAZ+4RWOJEhV3L/8PfFt0eFNfbXep1B/GmETQzbBokYtVt1B65laWMrCpnV/oIDqakk+BrZGJZEZl1VWzJzCZv6ChMR8CoWha5FYeoSBhERbz9t9Qsi+yqo8wp3kOSr4GJ5UVUeRKI83mDqot6DD+Tyw5A3/SgiQgWdqJaU1mKcKsDq/nHzmBuu+dTkredzMxg/7rrnBlMf+F37F6xhpy640w+fw6zrr8Cdx+XUGirK5aIZW0Qe/pOaAiEENcAT7U5vEtKuaAT19cJnhhp0G7UZgiR3CPoCMuyeOEb9+PtBbeQiUaDO46ENjHoJ5sBaI3bNJhcdsAeqFsxtayIqWWhIXDQUqqh7ft2WFaX4vNPJjTsDe7Wj1sbg0aHk6W503GYBimN9dS6PVS747k8/wsSfYF4fF0L8ie/s2IjDzz5Bk6HvZg3TJNnr8lmfI0PaiKfeNRELPvhY1kbRFZfqz2CLnFCQyClXAws7o4ooAgYDhQEHg8DOldGMopUHiim4XjXk8nCzfj8DgeJjQ3hTh9QxFxBuxPQU9++3d4z9B+stTHYOHwsVZ4ETF2nPNFukqRZJqtzJvCVQA7D+PPnNr+2uLSCB558g4Y2maZ3PfoSG155mPTU6K2gFSc3kQ4fXQZ8E0AIMQ9okFJ2yi0UTVwJ8Zjd7D1sYv+j+zUNn6ZzJGEQTitG4/UVYemtSK9wmSomUO2yXTiFqUMw22y8W5pOSXIahqbhSU7issd+3Pzckk83Y4bZc9GApau710tDoYAIGAIhxJ1CiF8EHj4DeIQQ24GngZt6+36RICkznZwZp7ebdNYeTQOICVR6EtmXkkl2dUXYAUHRv2ma+bfdYTI1na0jxgB0kNmtceED3+G+de8HlUWoa/TiD1OGwDBN6hv6zi2k6H/0OI8gQowiwnkEJ6L6SBl/vfo2qkoOY/j8IV3OgtBA0x00mna8vRr4T256a0Xg1R2UJQxiWG0lFho+h4M1I8aTcdYZLPnd/Tzw5Ou89fHn+FoN7g5d46yp41j+wkMhfuQtuw9w9fefpr4xeNCPc7v48A8Pkjuy63Hn3SWW/fCxrA36bI+gb/II+jvJQzO5Z9W71Ozdw/4dhSSkpVK45nP2rlpP8aZtaE6nnU5vWdzw0tPsWbmGdX95jQJ3MsOryu3oj4BROJk3hgca9ixew9XJPY2Oor8sTeOjsVNwmiZuw0+ty0NCvId7vzoHgB/fdgXrthVQWlFFbX0jifEeEuM8/Ob+68Pea8r4kVy9YBZvL99IXYMXTYM4t5ubr5jXp0ZA0f9QK4ITEM56Hy85TMHKtbgS4hELzsGdmADYTTkaqmrILznKP//0OvVVNaQX76fuyx2dulfrmWjTPgNoOK3QOqFtQ7FOdHwg0Jn33vYzbvvZlbvj+XzEeC4q3GJH/WBv+ja18HRaJgYt/v8jCYM4Ej+I08uLmkM/TTTccR7OeOR/uPfttZimhd8wcTkdnDNd8NxPb8URiPrx+Q3+ve5Ldu4tYVRWBpeeM5U4t6vdWaNlWazZsod3VmxE1zUWLZjF7El9X1IilmfdsawNYnNFoAzBCejpH800DN5/6Jdsev3dlsblTd3NNLtXQmN1bfNx07IwkgfhnTKVioJ9ZB0+gKODj8APaGhBUTmtB7ruEq5YWutjbUMhO0NXzg83SHekyUSjzuEiPc7ZEvbbie926zOOxiWxLns8P7jvBq44dwab/7GEQ9t2UfDZOurKjzWf59c0ytOHMvzOb5OeMZhJuSPY/MVOilavI8dfz+SZk5h1w5WkjBhGbX0jy1ZvobyyhjNOH8u0Cad06v0P5MGsp8SyNlCGoCuMop8YgrbUHTuO/PBTTMNg/IJzSB6agWVZ1B+rpGJfESkjhpM8NAOwVxgFn61nz8o1VOw9QGXxYdJHj+SCH95NfFoKO99+j7o6HzNvupq6iko+eeJPHDtQxNBTxzFp4cXkzJxC/qoN/OfltyjbuoNyhwcjI4Mkw0emtxZdA1d8AoNyR2O4XBRsyIOSQ+i6Hb3i9xuYJliGHwI5ADotA3RvrTjaDvomGr7kZBx1dTgMP16XB3fqIBL9XuJTU0gfM5LU7OH4vT6Kt+3CGedh/Pw5nPWdm4hPHUTVoSMcLzlC5rjRxA1KpnzvAYrytlG6q4D00SOZvOhSMjOS2LjkUyr2HaS80WD1vlKG5Y7m2zdcTHycO1ifZXFk1x52L19FbWk5o+fOQlw0v8c1cTpiIA9mPSWWtYEyBF1hFP3UEPQmsajN7/Xhraujoaqa0RNHs2/Hfg5szAO/yZBTcxl62ngaq6rxJCdRUVVH+fEaRo/IxB2mq1QkicXPrjVKX/eJZW0Qm4ZAbRYrehWn24XTnUJCagruuDjScrJIy8kKOic+1U6eykhLJiMttlLtFYqByIDsR6BQKBSKFpQhUCgUigGOMgQKhUIxwFGGQKFQKAY4sbpZ7AB7BzwWiBUd4YhlbRDb+mJZGyh9PSGWtUHk9LW6bpcq3cRq+Og8YFW0RSgUCsVJytnA6s6eHKuGwAPMwu5opmo4KxQKRedwYPeA+Rxo7OyLYtUQKBQKhaKPUJvFCoVCMcBRhkChUCgGOMoQKBQKxQBHGQKFQqEY4ChDoFAoFAMcZQgUCoVigKMMgUKhUAxwYrXERMwghJgLPAW4gXLgVinl/uiqCkUI8QhgSCkfjgEtNwA/AVzAb6WUz0ZZUhBCiEHAGuAyKeW+KMsJQgjxM+DrgYdLpZQ/iKaetgghfgEswm4s94KU8skoSwpBCPEbIENKeXO0tbRGCPEJMAQI9KzlO1LK9VGU1IxaEZyYvwO3SSmnBn5/Osp6ghBCpAghXgC+H20tAEKIEcAvscuETAXuEEKcFl1VLQghzsBOvR8fbS1tEUIsAC4CpmF/djOEEFdGV1ULQoj5wPnAZGAmcI8QQkRXVTBCiAuAb0VbR1uEEBr2d26KlHJq4CcmjAAoQ9AhQggP8BMp5dbAoa3AyChKCsdCIB94ItpCAiwAVkgpK6SUtcBb2DPIWOF24G6gJNpCwnAIco/hTAAAAmxJREFU+L6U0iul9AE7iaHvm5RyJXCelNKPPbN1ArXRVdWCEGIw9iTkV9HWEoYmg/mREGKLEOK7UVXTBuUa6gApZSPwKoAQQgceBt6Npqa2SClfBhBCPBxlKU1kYQ9oTRwCZkdJSwhSytsAYmwiC4CUcnvT70KIcdguornRUxSKlNInhPg58ACwGCiOsqTW/Bn4MZATbSFhSAOWA/dgu0w/FUJIKeW/oyvLRhmCAEKIa7D3AlqzS0q5QAjhBl7C/ryiMtvoSF809HSAju0/bkIDzChpOSkRQkwElgIPSinzo62nLVLKnwkhfg28h73Cei7KkhBC3AYclFIuF0LcHG09bZFSrgXWNj0OuHMvAZQhiCWklIuxZzhBCCGSgCXYG8ULA0v2Pqc9fTFIEXYJ3CaGEZtumJgkEJzwT+A+KeUb0dbTGiHEBCBOSpknpawTQryNvV8QC1wLDBdC5AGDgSQhxFNSyvujrAsAIcQ8wCOlXB44pNGyaRx1lCE4Ma8Ce4A7pZRqZntiPgYeFkJkYvuPrwbuiK6kkwMhRA626/FaKeWKaOsJwxjg54FBzcLen3oxupJspJQXNv0eWBGcGytGIEAq8AshxFnYrqFvAXdGV1ILarO4A4QQ07C/7HOBTUKIPCHEsijLimmklMXYftpPgDzgNSnlhuiqOml4AIgDngx81/KEEDEzWEgpl2G7rDYDXwBrYm3VEqtIKd8n+LN7MeAuiglUPwKFQqEY4KgVgUKhUAxwlCFQKBSKAY4yBAqFQjHAUYZAoVAoBjjKECgUCsUARxkChUKhGOAoQ6BQKBQDHGUIFAqFYoDzv54QbWpXrtdAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data1['yaw_speed'], data1['power'], c=data1['frozen'], cmap='RdBu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0xf70eb70>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data1['pitch1_speed'], data1['power'], c=data1['frozen'], cmap='RdBu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0xf1f8b70>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(2, 3, 5)\n",
    "plt.scatter(data1['pitch1_ng5_DC'], data1['power'], c=data1['frozen'], s=0.2, cmap='RdBu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0xaebd250>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data1['pitch1_ng5_DC'], data1['pitch2_ng5_DC'], c=data1['frozen'], s=0.1, cmap='RdBu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.concat([data1, data2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(553715, 29)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x23b3ed70>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data['wind_speed'], data['power'], c=data['frozen'], cmap='RdBu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.scatter(data['int_tmp'], data['power'], c=data['frozen'], cmap='RdBu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.any(list(data1['time'][:-1]) > list(data1['time'][1:]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1['time'][0] < data1['time'][1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "str"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(data1['time'][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "datetime.datetime(2015, 11, 1, 20, 20, 16)"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datetime.strptime(data1['time'][0], '%Y-%m-%d %H:%M:%S')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "tmp = []\n",
    "for i in range(10):\n",
    "    tmp.append(datetime.strptime(data1['time'][i], '%Y-%m-%d %H:%M:%S'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[datetime.datetime(2015, 11, 1, 20, 20, 16),\n",
       " datetime.datetime(2015, 11, 1, 20, 20, 23),\n",
       " datetime.datetime(2015, 11, 1, 20, 20, 30),\n",
       " datetime.datetime(2015, 11, 1, 20, 20, 37),\n",
       " datetime.datetime(2015, 11, 1, 20, 20, 47),\n",
       " datetime.datetime(2015, 11, 1, 20, 20, 54),\n",
       " datetime.datetime(2015, 11, 1, 20, 21, 1),\n",
       " datetime.datetime(2015, 11, 1, 20, 21, 8),\n",
       " datetime.datetime(2015, 11, 1, 20, 21, 15),\n",
       " datetime.datetime(2015, 11, 1, 20, 21, 22)]"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tmp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "unsupported operand type(s) for +: 'datetime.datetime' and 'datetime.datetime'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-46-bc645afefdf1>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtmp\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32me:\\python\\python3.5.2\\lib\\site-packages\\numpy\\core\\fromnumeric.py\u001b[0m in \u001b[0;36mmean\u001b[1;34m(a, axis, dtype, out, keepdims)\u001b[0m\n\u001b[0;32m   2918\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2919\u001b[0m     return _methods._mean(a, axis=axis, dtype=dtype,\n\u001b[1;32m-> 2920\u001b[1;33m                           out=out, **kwargs)\n\u001b[0m\u001b[0;32m   2921\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2922\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32me:\\python\\python3.5.2\\lib\\site-packages\\numpy\\core\\_methods.py\u001b[0m in \u001b[0;36m_mean\u001b[1;34m(a, axis, dtype, out, keepdims)\u001b[0m\n\u001b[0;32m     73\u001b[0m             \u001b[0mis_float16_result\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     74\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 75\u001b[1;33m     \u001b[0mret\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mumr_sum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0marr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mout\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkeepdims\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     76\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mret\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmu\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mndarray\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     77\u001b[0m         ret = um.true_divide(\n",
      "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for +: 'datetime.datetime' and 'datetime.datetime'"
     ]
    }
   ],
   "source": [
    "np.mean(tmp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.int64"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(data1['frozen'][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "unsupported operand type(s) for +: 'datetime.datetime' and 'datetime.datetime'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-58-a8a13e43a5fe>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mtmp\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mtmp\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for +: 'datetime.datetime' and 'datetime.datetime'"
     ]
    }
   ],
   "source": [
    "tmp[0]+tmp[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.any(data1['frozen'][:10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.063569044248939"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1['wind_speed'][:10].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(data1[1:2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time</th>\n",
       "      <th>wind_speed</th>\n",
       "      <th>generator_speed</th>\n",
       "      <th>power</th>\n",
       "      <th>wind_direction</th>\n",
       "      <th>wind_direction_mean</th>\n",
       "      <th>yaw_position</th>\n",
       "      <th>yaw_speed</th>\n",
       "      <th>pitch1_angle</th>\n",
       "      <th>pitch2_angle</th>\n",
       "      <th>...</th>\n",
       "      <th>environment_tmp</th>\n",
       "      <th>int_tmp</th>\n",
       "      <th>pitch1_ng5_tmp</th>\n",
       "      <th>pitch2_ng5_tmp</th>\n",
       "      <th>pitch3_ng5_tmp</th>\n",
       "      <th>pitch1_ng5_DC</th>\n",
       "      <th>pitch2_ng5_DC</th>\n",
       "      <th>pitch3_ng5_DC</th>\n",
       "      <th>group</th>\n",
       "      <th>frozen</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2015-11-01 20:20:23</td>\n",
       "      <td>1.911625</td>\n",
       "      <td>1.293394</td>\n",
       "      <td>2.313551</td>\n",
       "      <td>-2.010591</td>\n",
       "      <td>-1.61514</td>\n",
       "      <td>-0.655343</td>\n",
       "      <td>0.030804</td>\n",
       "      <td>0.195556</td>\n",
       "      <td>0.133333</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.421277</td>\n",
       "      <td>-0.002291</td>\n",
       "      <td>1.307692</td>\n",
       "      <td>1.123077</td>\n",
       "      <td>0.783077</td>\n",
       "      <td>0.44</td>\n",
       "      <td>2.88</td>\n",
       "      <td>-2.6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  time  wind_speed  generator_speed     power  wind_direction  \\\n",
       "1  2015-11-01 20:20:23    1.911625         1.293394  2.313551       -2.010591   \n",
       "\n",
       "   wind_direction_mean  yaw_position  yaw_speed  pitch1_angle  pitch2_angle  \\\n",
       "1             -1.61514     -0.655343   0.030804      0.195556      0.133333   \n",
       "\n",
       "    ...    environment_tmp   int_tmp  pitch1_ng5_tmp  pitch2_ng5_tmp  \\\n",
       "1   ...          -0.421277 -0.002291        1.307692        1.123077   \n",
       "\n",
       "   pitch3_ng5_tmp  pitch1_ng5_DC  pitch2_ng5_DC  pitch3_ng5_DC  group  frozen  \n",
       "1        0.783077           0.44           2.88           -2.6      1       0  \n",
       "\n",
       "[1 rows x 29 columns]"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1[1:2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2015-11-01 20:20:16'"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1.iloc[0][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['time', 'wind_speed', 'generator_speed', 'power', 'wind_direction',\n",
       "       'wind_direction_mean', 'yaw_position', 'yaw_speed', 'pitch1_angle',\n",
       "       'pitch2_angle', 'pitch3_angle', 'pitch1_speed', 'pitch2_speed',\n",
       "       'pitch3_speed', 'pitch1_moto_tmp', 'pitch2_moto_tmp', 'pitch3_moto_tmp',\n",
       "       'acc_x', 'acc_y', 'environment_tmp', 'int_tmp', 'pitch1_ng5_tmp',\n",
       "       'pitch2_ng5_tmp', 'pitch3_ng5_tmp', 'pitch1_ng5_DC', 'pitch2_ng5_DC',\n",
       "       'pitch3_ng5_DC', 'group', 'frozen'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(data1['time'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "Y, m, d, H, M, S = re.split('-| |:', data1['time'][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'20'"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "M"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "list"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(re.split('-| |:', data1['time'][0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [],
   "source": [
    "H, M = [int(item) for item in re.split('-| |:', data1['time'][0])[3:5]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "H"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "titles = data1.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "wind_speed             2.063569\n",
       "generator_speed        1.283755\n",
       "power                  2.434901\n",
       "wind_direction        -1.721426\n",
       "wind_direction_mean   -0.617995\n",
       "yaw_position          -0.624507\n",
       "yaw_speed              0.428478\n",
       "pitch1_angle           1.236444\n",
       "pitch2_angle           1.206222\n",
       "pitch3_angle           1.234667\n",
       "pitch1_speed          -0.720000\n",
       "pitch2_speed          -0.712000\n",
       "pitch3_speed          -0.608000\n",
       "pitch1_moto_tmp        0.748300\n",
       "pitch2_moto_tmp        0.617500\n",
       "pitch3_moto_tmp        0.595400\n",
       "acc_x                 -0.236573\n",
       "acc_y                 -0.447143\n",
       "environment_tmp       -0.405970\n",
       "int_tmp                0.001151\n",
       "pitch1_ng5_tmp         1.307692\n",
       "pitch2_ng5_tmp         1.114615\n",
       "pitch3_ng5_tmp         0.783077\n",
       "pitch1_ng5_DC          0.560000\n",
       "pitch2_ng5_DC          0.392000\n",
       "pitch3_ng5_DC          0.120000\n",
       "group                  1.000000\n",
       "dtype: float64"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1[titles[1:-1]][:10].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = []\n",
    "a.append(data1[titles[1:-1]][:10].mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "list"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "27"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(titles[1:-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.19040813043705354"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1[titles[1][:10]].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('processed/15_avg_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x180e95d0>"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data['wind_speed'], data['power'], c=data['frozen'], cmap='RdBu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x172dddb0>"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv('processed/21_avg_data.csv')\n",
    "plt.scatter(data['wind_speed'], data['power'], c=data['frozen'], cmap='RdBu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x257e83f0>"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv('processed/15_avg10_data.csv')\n",
    "plt.scatter(data['wind_speed'], data['power'], c=data['frozen'], cmap='RdBu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x18489b50>"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv('processed/21_avg10_data.csv')\n",
    "plt.scatter(data['wind_speed'], data['power'], c=data['frozen'], cmap='RdBu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.float64"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(data['power'][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [],
   "source": [
    "ans = data['power'] > 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(28766,)"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ans.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(28766, 29)"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "lowPower = data.loc[data['power'] > 2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         True\n",
       "1         True\n",
       "2         True\n",
       "3         True\n",
       "4         True\n",
       "5         True\n",
       "6         True\n",
       "7         True\n",
       "8         True\n",
       "9         True\n",
       "10        True\n",
       "11        True\n",
       "12        True\n",
       "13        True\n",
       "14        True\n",
       "15        True\n",
       "16        True\n",
       "17        True\n",
       "18        True\n",
       "19        True\n",
       "20        True\n",
       "21        True\n",
       "22        True\n",
       "23        True\n",
       "24        True\n",
       "25        True\n",
       "26        True\n",
       "27        True\n",
       "28        True\n",
       "29        True\n",
       "         ...  \n",
       "28736    False\n",
       "28737    False\n",
       "28738    False\n",
       "28739    False\n",
       "28740    False\n",
       "28741    False\n",
       "28742    False\n",
       "28743    False\n",
       "28744    False\n",
       "28745    False\n",
       "28746    False\n",
       "28747    False\n",
       "28748    False\n",
       "28749    False\n",
       "28750    False\n",
       "28751    False\n",
       "28752    False\n",
       "28753    False\n",
       "28754    False\n",
       "28755    False\n",
       "28756    False\n",
       "28757    False\n",
       "28758    False\n",
       "28759    False\n",
       "28760    False\n",
       "28761    False\n",
       "28762    False\n",
       "28763    False\n",
       "28764    False\n",
       "28765     True\n",
       "Name: power, Length: 28766, dtype: bool"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "ename": "NotImplementedError",
     "evalue": "iLocation based boolean indexing on an integer type is not available",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNotImplementedError\u001b[0m                       Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-126-4ce57ad7bd0c>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdata\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'power'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m2\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32me:\\python\\python3.5.2\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   1476\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1477\u001b[0m             \u001b[0mmaybe_callable\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcom\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_apply_if_callable\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1478\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmaybe_callable\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1479\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1480\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_is_scalar_access\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32me:\\python\\python3.5.2\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_getitem_axis\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   2084\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2085\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mcom\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mis_bool_indexer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2086\u001b[1;33m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_validate_key\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2087\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getbool_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2088\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32me:\\python\\python3.5.2\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_validate_key\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1945\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'index'\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mIndex\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1946\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0minferred_type\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'integer'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1947\u001b[1;33m                     raise NotImplementedError(\"iLocation based boolean \"\n\u001b[0m\u001b[0;32m   1948\u001b[0m                                               \u001b[1;34m\"indexing on an integer type \"\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1949\u001b[0m                                               \"is not available\")\n",
      "\u001b[1;31mNotImplementedError\u001b[0m: iLocation based boolean indexing on an integer type is not available"
     ]
    }
   ],
   "source": [
    "data.iloc[data['power'] > 2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(lowPower)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.to_csv('test.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x180d3c90>"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv('processed/15_avg10_lowPower_data.csv')\n",
    "plt.scatter(data['wind_speed'], data['power'], c=data['frozen'], cmap='RdBu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x11e2cf90>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv('processed/15_avg1_lowPower_data.csv')\n",
    "plt.scatter(data['wind_speed'], data['power'], c=data['frozen'], s=0.1, cmap='RdBu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1274"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(data[data['frozen']==1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0xf0145b0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv('processed/21_avg1_lowPower_data.csv')\n",
    "plt.scatter(data['wind_speed'], data['power'], c=data['frozen'], s=0.1, cmap='RdBu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(25672, 29)"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = data[['wind_speed', 'power']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(25672, 2)"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = X[:, np.newaxis]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = data['power']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(25672,)"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.float64"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(y[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(19254, 1)\n",
      "(19254,)\n",
      "(6418, 1)\n",
      "(6418,)\n"
     ]
    }
   ],
   "source": [
    "print(X_train.shape)\n",
    "print(y_train.shape)\n",
    "print(X_test.shape)\n",
    "print(y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([['2015-11-01 20:30:03', 1.4277548738691632, 1.2583757696895748,\n",
       "        1.9727163776571242, -1.1455831419900924, -0.8333394635533321,\n",
       "        0.21225429841389284, 0.004225511056126126, 0.4146031746031747,\n",
       "        0.4286243386243387, 0.4396296296296293, -0.00952380952380952,\n",
       "        -0.013333333333333345, -0.008571428571428574, 0.9254523809523808,\n",
       "        1.0184285714285717, 1.094464285714286, 0.5963717461204937,\n",
       "        0.6510454905407029, -0.41150846652414497, -0.2858426620705918,\n",
       "        1.018608058608056, 0.8600000000000001, 0.9978021978021978,\n",
       "        0.6538095238095238, 0.6742857142857143, 1.1214285714285714,\n",
       "        15.583333333333336, 0],\n",
       "       ['2015-11-01 20:40:02', 0.9351487755134824, 1.2499968248068558,\n",
       "        1.2239638107067308, -0.12358497436242175, -0.11111458972359192,\n",
       "        0.2123471834755348, 0.005134430949555296, 0.21953878406708607,\n",
       "        0.24914046121593256, 0.20670859538784053, 0.049056603773584916,\n",
       "        0.05660377358490566, 0.049056603773584916, 0.6783396226415092,\n",
       "        0.774, 0.8308301886792456, 0.4616998478098409, 0.63648973965251,\n",
       "        -0.3873044284519814, -0.2895175827463076, 1.0314658925979696,\n",
       "        0.8576487663280117, 1.0, 0.3426415094339622, 0.6830188679245284,\n",
       "        0.7283018867924529, 16.0, 0]], dtype=object)"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.values[[0, 1]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
